@gaiaverse/semantic-turning-point-detector/results/README.RESULTS.V4.md

Detects key semantic turning points in conversations using recursive semantic distance analysis. Ideal for conversation analysis, dialogue segmentation, insight detection, and AI-assisted reasoning tasks.

## Results for version 4.0.0 update of Semantic Turning Point Detector

### Quick-scan dashboard (model-level metrics)

| Model                | # TPs | Run Time<br>(MM\:SS) | Avg Confidence | Avg Necessity | Dominant Category / Emotion†          | **Key turning-point indices** (message #)    |
| -------------------- | :---: | :------------------: | :------------: | :-----------: | ------------------------------------- | -------------------------------------------- |
| **Qwen 3-1.7 B**     |   16  |        03 : 51       |    **0.389**   |   **0.376**   | Meta-reflection ∧ Emotion / **Angry** | 0, 87, 96, 104, 119, 127, 130, 134, 141, 150 |
| **GPT-4.1-nano**     |   10  |        03 : 21       |    **0.403**   |   **0.342**   | Insight ∧ Emotion / **Skeptical**     | 0, 11, 122, 127, 142, 144, 150, 152          |
| **GPT-4.1 (full)**   |   16  |        06 : 07       |    **0.364**   |   **0.406**   | **Decision** / Anxious-worried        | 0, 22, 48, 64, 110, 120, 127, 133, 150, 152  |
| **Qwen 3-30 B**      |   6   |        10 : 04       |    **0.306**   |   **0.405**   | **Emotion** / Angry                   | 0, 106, 119, 141, 150                        |
| **Gemini-2.5 Flash** |   16  |        48 : 53       |    **0.328**   |   **0.407**   | **Emotion** / Furious-anxious         | 0, 8, 40, 58, 107, 132, 141, 144, 150, 152   |

† *Dominant* = the most frequent ARC/CRA/DAO label combined with the prevailing affect across the true positive set for that model.


## Detailed Model Comparison with Key Quotes

## Detailed Model Results

### Qwen 3-1.7B (16 turning points)
| TP# | Range | Category | Emotion | Sig | Key Quote |
|-----|-------|----------|---------|-----|-----------|
| 1 | 0→87 | emotion | angry | 1.00 | *"You--did?, Yes, indeed., That is my secret."* |
| 2 | 0→0 | meta-reflection | angry | 1.00 | *"You--did?, Yes, indeed., That is my secret."* |
| 3 | 87→95 | meta-reflection | angry | 1.00 | *"You jest! Then they cut down your rations..."* |
| 4 | 96→97 | meta-reflection | angry | 1.00 | *"Yes."* |
| 5 | 99→100 | meta-reflection | angry | 1.00 | *"No. An accident is not a crime."* |
| 6 | 104→105 | emotion | angry | 1.00 | *"So you think that I am stupid? Now listen!"* |
| 7 | 108→109 | meta-reflection | anxious | 1.00 | *"Well, we understand each other.--H'm!"* |
| 8 | 110→111 | emotion | angry | 1.00 | *"It is to me that you are to pay the fine."* |
| 9 | 112→113 | meta-reflection | anxious | 1.00 | *"No? Yes, you have me."* |
| 10 | 114→115 | meta-reflection | anxious | 1.00 | *"I don't want to become a thief."* |
| 11 | 119→126 | emotion | angry | 0.95 | *"I see in the mirror that you are a thief..."* |
| 12 | 127→128 | meta-reflection | angry | 1.00 | *"Now everything is clear to me! Ah!"* |
| 13 | 130→134 | emotion | angry | 1.00 | *"Through need. If you knew--"* |
| 14 | 134→137 | meta-reflection | furious | 1.00 | *"[Completely defeated] May I go now?"* |
| 15 | 141→145 | emotion | angry | 1.00 | *"Shall we have another bout?"* |
| 16 | 150→153 | meta-reflection | angry | 1.00 | *"You were too cowardly..., Can I go?"* |

### GPT-4.1-nano (10 turning points)
| TP# | Range | Category | Emotion | Sig | Key Quote |
|-----|-------|----------|---------|-----|-----------|
| 1 | 0→0 | emotion | skeptical | 1.00 | *"'What for?', 'Now I'll go to the sheriff'"* |
| 2 | 0→10 | clarification | skeptical | 1.00 | *"'Now I'll go to the sheriff and give myself up.'"* |
| 3 | 11→11 | emotion | skeptical | 1.00 | *"'Do you think I would give my father a thief for son'"* |
| 4 | 11→122 | other | skeptical | 1.00 | *"I should not be able to acquit myself"* |
| 5 | 122→127 | insight | skeptical | 1.00 | *"You are pretty crafty, but not so crafty as I am"* |
| 6 | 127→141 | other | skeptical | 1.00 | *"Shift from Authority to Vulnerability"* |
| 7 | 142→143 | insight | skeptical | 0.93 | *"that is my secret., shall we have another bout?"* |
| 8 | 144→145 | decision | skeptical | 0.93 | *"Yes, and you cannot prevent it"* |
| 9 | 150→151 | objection | angry | 1.00 | *"You were too cowardly"* |
| 10 | 152→153 | question | angry | 1.00 | *"Can I go?"* |

### GPT-4.1 Full (16 turning points)
| TP# | Range | Category | Emotion | Sig | Key Quote |
|-----|-------|----------|---------|-----|-----------|
| 1 | 0→13 | decision | anxious | 1.00 | *"Can I go?, Did you get to know him afterward?"* |
| 2 | 13→22 | action | worried | 1.00 | *"With me not to steal is just as irresistible"* |
| 3 | 22→33 | clarification | worried | 1.00 | *"That is my secret., Will you tell me how it happened?"* |
| 4 | 33→48 | problem | skeptical | 1.00 | *"How? How can you see it?, I don't intend to go by way of Malmö"* |
| 5 | 48→63 | problem | skeptical | 1.00 | *"That is my secret., Will you tell me how it happened?"* |
| 6 | 64→78 | clarification | skeptical | 1.00 | *"You were too cowardly, just as you were too cowardly"* |
| 7 | 83→84 | emotion | worried | 0.88 | *"'Yes, but it is two years' hard labor for homicide'"* |
| 8 | 91→92 | emotion | angry | 1.00 | *"[Insidiously] Nothing at all., That's a lie"* |
| 9 | 110→115 | problem | skeptical | 0.84 | *"The law decrees that a man's life is worth at minimum fifty crowns"* |
| 10 | 120→123 | decision | skeptical | 0.89 | *"And you will accuse me if you do not receive the six thousand crowns?"* |
| 11 | 125→126 | decision | anxious | 1.00 | *"[Stammering] I only thought--that as I'm not needed"* |
| 12 | 127→128 | insight | surprised | 0.98 | *"What's going to happen now?, Now everything is clear to me!"* |
| 13 | 130→131 | clarification | worried | 0.92 | *"I see in the mirror that you are a thief, Through need"* |
| 14 | 133→134 | insight | surprised | 1.00 | *"How can you say that?, Wait until the sheriff comes"* |
| 15 | 150→151 | emotion | angry | 1.00 | *"Then you don't believe that I ever took from the case?"* |
| 16 | 152→153 | decision | surprised | 1.00 | *"You are a different kind of being from me, Can I go?"* |

## Cross-Model Consensus

**Universal Agreement (All 5 models):**
- **Message 0**: Opening revelation/confession
- **Messages 119-145**: The climactic accusation and power struggle  
- **Messages 150-153**: Final confrontation and departure

**High Agreement (4+ models):**
- **Message 127-128**: "Now everything is clear to me!"
- **Messages 104-115**: Logical argument about justice and payment

**Key Patterns:**
- **Interrogative turning points**: "You--did?", "Can I go?", "Shall we have another bout?"
- **Revelation moments**: "I see in the mirror...", "Now everything is clear!"
- **Power dynamics**: "You were too cowardly...", "You are pretty crafty..."

## Cross-Model Consensus Points

**High Consensus (4+ models agree on message range):**

| Message Range | Models Detecting | Dominant Categories | Common Emotional Tone | Representative Quote |
|---------------|------------------|--------------------|--------------------|---------------------|
| **0** | All 5 | emotion/decision | angry/skeptical | *"You--did?" / "Can I go?"* |
| **119-130** | All 5 | emotion/meta-reflection | angry/anxious | *"I see in the mirror that you are a thief"* |
| **141-145** | All 5 | emotion/action | angry | *"Shall we have another bout? What evil do you intend?"* |
| **150-153** | All 5 | emotion/decision | angry/anxious | *"You were too cowardly... Can I go?"* |

**Medium Consensus (2-3 models):**

| Message Range | Models | Categories | Quote Pattern |
|---------------|--------|------------|---------------|
| **127-128** | Qwen-1.7B, GPT-4.1 | meta-reflection/insight | *"Now everything is clear to me!"* |
| **104-115** | Qwen-1.7B, GPT-4.1, Qwen-30B | emotion/problem | *"So you think that I am stupid?"* |
| **8-11** | GPT-4.1-nano, Gemini | emotion/clarification | *"I see in the mirror..."* |

## Key Observations

1. **Universal Opening & Closing**: All models detect significance at conversation start (message 0) and end (152-153)
2. **Climactic Consensus**: Messages 119-145 show strongest cross-model agreement - the revelation and power struggle
3. **Emotional Intensity Markers**: "angry" and "anxious" dominate high-significance turning points
4. **Quote Patterns**: 
   - **Interrogative moments**: "You--did?", "Can I go?", "Shall we have another bout?"
   - **Revelation moments**: "I see in the mirror...", "Now everything is clear to me!"
   - **Power dynamics**: "You were too cowardly...", "You are pretty crafty..."

5. **Model-Specific Behaviors**:
   - **Qwen-1.7B**: Most granular detection (16 points), focuses on meta-reflection
   - **GPT-4.1-nano**: Most efficient (10 points), high-confidence selections
   - **Qwen-30B**: Most conservative (6 points), broad span coverage
   - **Gemini**: Longest processing time, detailed narrative tracking

### Top category distribution (first ≈ three only)

| Model        | Cat-1 (count)       | Cat-2               | Cat-3         |
| ------------ | ------------------- | ------------------- | ------------- |
| Qwen 3-1.7 B | Meta-reflection (8) | Emotion (8)         | —             |
| GPT-4.1-nano | Emotion (2)         | Insight (2)         | Other (2)     |
| GPT-4.1      | Decision (4)        | Clarification (3)   | Problem (3)   |
| Qwen 3-30 B  | Emotion (5)         | Meta-reflection (1) | —             |
| Gemini-Flash | Emotion (5)         | Problem (3)         | Objection (2) |

---

### ASCII alignment map

*(● = at least one turning point whose **start** message falls in that 10-message bin)*

```cypher
Message   0   10  20  30  40  50  60  70  80  90 100 110 120 130 140 150
Index     │   │   │   │   │   │   │   │   │   │   │   │   │   │   │   │
          ▼   ▼   ▼   ▼   ▼   ▼   ▼   ▼   ▼   ▼   ▼   ▼   ▼   ▼   ▼   ▼
Qwen-1.7b ●                       ● ● ● ● ● ● ● ●
GPT-4.1-n ● ●                           ●       ●     ● ●
GPT-4.1   ● ● ● ● ●     ●   ●   ● ●       ● ●     ● ●
Qwen-30B  ●                   ● ●         ●     ● ●
Gemini    ●           ● ●   ●     ●       ●     ● ● ● ●
```

**How to read it**

* Horizontal axis = message index (0–153, ticked every 10).
* Each row = one model.
* A bullet marks *any* turning-point whose **first** message lands inside that 10-message window.
* Dense stacks (e.g., bins 140 & 150) show strong cross-model convergence—those are your narrative “hinges.”

---

#### Observations & next-step ideas

1. **Consensus bins 140–153 and 120-130**: every model fires here ⇒ treat as *canonical* climaxes for training or eval.
2. **Qwen 3-30 B’s sparsity**: only 5 bins lit; use it as a **contrastive sanity-check** model to avoid over-fitting to noise.
3. **Runtime vs coverage**: GPT-4.1-nano gives 80 % of the consensus signatures in \~3 min—handy for rapid passes.
4. **Necessity vs confidence**: Gemini’s necessity is highest (0.407) but confidence modest—use its picks when you need *must-have* pivots even if their semantic edges are fuzzy.



## Raw log output.

- See the full log output for each llm
    

### Qwen3:1.7b with Pillar 3 and Counterfactual filtering Enabled

  ```log
  Turning point detection took as MM:SS: 00:03:51 for 6126 tokens in the conversation

  === DETECTED TURNING POINTS (ARC/CRA Framework) ===

  Detected 16 turning point using model qwen3:1.7b.
  (softmax) Confidence Score: 0.389 | Necessity Score: 0.376
  2025-08-05 06:38:06 info: 
  1. Crimson Revelatio / Emotional Shift (emotion)
  2025-08-05 06:38:06 info:    Messages: "0" → "87"
  2025-08-05 06:38:06 info:    Dimension: n=1
  2025-08-05 06:38:06 info:    Complexity Score: 4.91 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.70
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: You--did?, Yes, indeed., That is my secret.
  2025-08-05 06:38:06 info: 
  2. Metaphorical Shift to Bronze Age (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "0" → "0"
  2025-08-05 06:38:06 info:    Dimension: n=2
  2025-08-05 06:38:06 info:    Complexity Score: 4.55 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.44
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: You--did?, Yes, indeed., That is my secret.
  2025-08-05 06:38:06 info: 
  3. Meta-Turning Point (2nd Level) (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "87" → "95"
  2025-08-05 06:38:06 info:    Dimension: n=1
  2025-08-05 06:38:06 info:    Complexity Score: 4.41 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.83
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: You jest! Then they cut down your rations..., That's quite rational. Any one who behaves as if he belonged to the bronze age ought to live in the historic costume.
  2025-08-05 06:38:06 info: 
  4. Argumentation (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "96" → "97"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.41 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.79
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: Yes.
  2025-08-05 06:38:06 info: 
  5. Philosophical Debate on Justice and Consequence (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "99" → "100"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.55 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.81
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: No. An accident is not a crime., Humph, you will not understand? Then I must speak more plainly. It is to me that you are to pay the fine.
  2025-08-05 06:38:06 info: 
  6. Philosophical Debate on Justice and Responsibility (emotion)
  2025-08-05 06:38:06 info:    Messages: "104" → "105"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.55 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.72
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: So you think that I am stupid? Now listen! Do you want me to prove that I am very shrewd?, I've never heard that a homicide should pay a fine to a forger, and there is also no accuser.
  2025-08-05 06:38:06 info: 
  7. Rejection of Legal Obligation (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "108" → "109"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.51 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: anxious
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.71
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: Well, we understand each other.--H'm! How much do you consider legitimate?
  2025-08-05 06:38:06 info: 
  8. Crimson Reckoning (emotion)
  2025-08-05 06:38:06 info:    Messages: "110" → "111"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.55 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.75
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: Humph, you will not understand? Then I must speak more plainly. It is to me that you are to pay the fine.
  2025-08-05 06:38:06 info: 
  9. Cheat Sheet (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "112" → "113"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.51 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: anxious
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.90
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: No? Yes, you have me.
  2025-08-05 06:38:06 info: 
  10. Moral Conflict and Desperation (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "114" → "115"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.51 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: anxious
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.73
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: I don't want to become a thief., To think that I could make such a big mistake!, Do you think I would give my father a thief for son...
  2025-08-05 06:38:06 info: 
  11. revelation Discussion / Dramatic Reveal (emotion)
  2025-08-05 06:38:06 info:    Messages: "119" → "126"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 5.00 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry-angry-anxious-anxious-anxious-anxious
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.81
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 0.95
  2025-08-05 06:38:06 info:    Quotes: I see in the mirror that you are a thief..., I see in the mirror that you are a thief, a simple, common thief. Just now, when you sat there in your shirt-sleeves, I noticed that something was wrong about my book-shelf, but I couldn't make out what it was, as I wanted to listen to you and observe you., Now everything is clear to me! Ah!
  2025-08-05 06:38:06 info: 
  12. The Fall of the Thief (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "127" → "128"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.55 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.72
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: Now everything is clear to me! Ah!
  2025-08-05 06:38:06 info: 
  13. Revelation / Emotional Shift / Rivalry and Confrontation (emotion)
  2025-08-05 06:38:06 info:    Messages: "130" → "134"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 5.00 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.79
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: Through need. If you knew--, How can you say that?, Wait until the sheriff comes and you will know. [Mr. Y. rises.] Do you see? The first time I mentioned the sheriff in connection with the thunderbolt, you wanted to run then, too; and when a man has been in that prison he never wants to go to the windmill hill every day to look at it, or put himself behind a window-pane to--to conclude, you have served one sentence, but not another. That's why you were so difficult to get at.
  2025-08-05 06:38:06 info: 
  14. The Fall of Mr. Y / Chess Match (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "134" → "137"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.92 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: furious
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.74
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: [Completely defeated] May I go now?, You are pretty crafty, but not so crafty as I am. I stand in check myself, but, nevertheless, the next move you can be checkmated., You couldn't become one! You timid creature!
  2025-08-05 06:38:06 info: 
  15. The Duel / Emotional Shift and Conflict Resolution / Crimson Revelatio (emotion)
  2025-08-05 06:38:06 info:    Messages: "141" → "145"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 5.00 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.74
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: Shall we have another bout? What evil do you intend to do now?, That is my secret., You are a different kind of being from me--whether stronger or weaker I do not know--more criminal or not--that doesn't concern me. But you are the stupider, that's proven.
  2025-08-05 06:38:06 info: 
  16. Meta Turning Point / Metaphorical Turn (meta-reflection)
  2025-08-05 06:38:06 info:    Messages: "150" → "153"
  2025-08-05 06:38:06 info:    Dimension: n=0
  2025-08-05 06:38:06 info:    Complexity Score: 4.84 of 5
  2025-08-05 06:38:06 info:    Emotional Tone: angry
  2025-08-05 06:38:06 info:    Semantic Shift Magnitude: 0.86
  2025-08-05 06:38:06 info:    Sentiment: negative
  2025-08-05 06:38:06 info:    Significance: 1.00
  2025-08-05 06:38:06 info:    Quotes: You were too cowardly..., Can I go?
  2025-08-05 06:38:06 info: 
  === ARC/CRA FRAMEWORK CONVERGENCE ANALYSIS ===

  2025-08-05 06:38:06 info: Iteration 1:
  2025-08-05 06:38:06 info:   Dimension: n=2
  2025-08-05 06:38:06 info:   Convergence Distance: 0.386
  2025-08-05 06:38:06 info:   Dimensional Escalation: Yes
  2025-08-05 06:38:06 info:   Turning Points: 1
  2025-08-05 06:38:06 info: Iteration 2:
  2025-08-05 06:38:06 info:   Dimension: n=1
  2025-08-05 06:38:06 info:   Convergence Distance: 0.542
  2025-08-05 06:38:06 info:   Dimensional Escalation: Yes
  2025-08-05 06:38:06 info:   Turning Points: 3
  2025-08-05 06:38:06 info: Results saved to files.
  ```


### Gpt-4.1-nano with Pillar 3 and Counterfactual filtering Enabled

  ```log
  Turning point detection took as MM:SS: 00:03:21 for 6126 tokens in the conversation

  === DETECTED TURNING POINTS (ARC/CRA Framework) ===

  Detected 10 turning point using model gpt-4.1-nano.
  (softmax) Confidence Score: 0.403 | Necessity Score: 0.342
  2025-08-05 06:38:05 info: 
  1. Shift from Skepticism to Resolution (emotion)
  2025-08-05 06:38:05 info:    Messages: "0" → "0"
  2025-08-05 06:38:05 info:    Dimension: n=4
  2025-08-05 06:38:05 info:    Complexity Score: 4.28 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: skeptical
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.35
  2025-08-05 06:38:05 info:    Sentiment: positive
  2025-08-05 06:38:05 info:    Significance: 1.00
  2025-08-05 06:38:05 info:    Quotes: 'What for?', 'Now I'll go to the sheriff and give myself up.'
  2025-08-05 06:38:05 info: 
  2. Confession and Intent to Surrender (clarification)
  2025-08-05 06:38:05 info:    Messages: "0" → "10"
  2025-08-05 06:38:05 info:    Dimension: n=4
  2025-08-05 06:38:05 info:    Complexity Score: 4.19 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: skeptical
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.70
  2025-08-05 06:38:05 info:    Sentiment: positive
  2025-08-05 06:38:05 info:    Significance: 1.00
  2025-08-05 06:38:05 info:    Quotes: 'Now I'll go to the sheriff and give myself up.', 'Yes, but disposing of it, they say, is the dangerous part.', 'Wait a moment.'
  2025-08-05 06:38:05 info: 
  3. Confession and Defiance (emotion)
  2025-08-05 06:38:05 info:    Messages: "11" → "11"
  2025-08-05 06:38:05 info:    Dimension: n=3
  2025-08-05 06:38:05 info:    Complexity Score: 4.37 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: skeptical
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.51
  2025-08-05 06:38:05 info:    Sentiment: positive
  2025-08-05 06:38:05 info:    Significance: 1.00
  2025-08-05 06:38:05 info:    Quotes: 'Now I'll go to the sheriff and give myself up.', 'What for?', 'Do you think I would give my father a thief for son, my wife a thief for husband, my children a thief for father, and my confrères a thief for comrade? That shall never happen.'
  2025-08-05 06:38:05 info: 
  4. Ethical Dilemma and Self-Justification / Shift from Self-Defense to Po (other)
  2025-08-05 06:38:05 info:    Messages: "11" → "122"
  2025-08-05 06:38:05 info:    Dimension: n=2
  2025-08-05 06:38:05 info:    Complexity Score: 4.64 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: skeptical
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.46
  2025-08-05 06:38:05 info:    Sentiment: negative
  2025-08-05 06:38:05 info:    Significance: 1.00
  2025-08-05 06:38:05 info:    Quotes: I should not be able to acquit myself, that I should be able to put up a brilliant defense for the thief; prove that this gold was res nullius, or no one's, and that it got into the earth before there were any land rights, I should be able to put up a brilliant defense for the thief; prove that this gold was res nullius, or no one's, and that it got into the earth before there were any land rights
  2025-08-05 06:38:05 info: 
  5. Revelation and Power Play (insight)
  2025-08-05 06:38:05 info:    Messages: "122" → "127"
  2025-08-05 06:38:05 info:    Dimension: n=2
  2025-08-05 06:38:05 info:    Complexity Score: 4.20 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: skeptical
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.40
  2025-08-05 06:38:05 info:    Sentiment: negative
  2025-08-05 06:38:05 info:    Significance: 1.00
  2025-08-05 06:38:05 info:    Quotes: The Revelation of Secrets (insight) [142-143], The Assertion of Power and Control (decision) [144-145], You are pretty crafty, but not so crafty as I am. I stand in check myself, but, nevertheless, the next move you can be checkmated.
  2025-08-05 06:38:05 info: 
  6. From Vulnerability to Power Play (other)
  2025-08-05 06:38:05 info:    Messages: "127" → "141"
  2025-08-05 06:38:05 info:    Dimension: n=1
  2025-08-05 06:38:05 info:    Complexity Score: 4.20 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: skeptical
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.73
  2025-08-05 06:38:05 info:    Sentiment: negative
  2025-08-05 06:38:05 info:    Significance: 1.00
  2025-08-05 06:38:05 info:    Quotes: Shift from Authority to Vulnerability (emotion) [136-137], The Revelation of Secrets (insight) [142-143], The Assertion of Power and Control (decision) [144-145]
  2025-08-05 06:38:05 info: 
  7. The Revelation of Secrets (insight)
  2025-08-05 06:38:05 info:    Messages: "142" → "143"
  2025-08-05 06:38:05 info:    Dimension: n=0
  2025-08-05 06:38:05 info:    Complexity Score: 4.20 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: skeptical
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.81
  2025-08-05 06:38:05 info:    Sentiment: negative
  2025-08-05 06:38:05 info:    Significance: 0.93
  2025-08-05 06:38:05 info:    Quotes: that is my secret., shall we have another bout? what evil do you intend to do now?
  2025-08-05 06:38:05 info: 
  8. The Assertion of Power and Control (decision)
  2025-08-05 06:38:05 info:    Messages: "144" → "145"
  2025-08-05 06:38:05 info:    Dimension: n=0
  2025-08-05 06:38:05 info:    Complexity Score: 4.29 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: skeptical
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.71
  2025-08-05 06:38:05 info:    Sentiment: negative
  2025-08-05 06:38:05 info:    Significance: 0.93
  2025-08-05 06:38:05 info:    Quotes: MESSAGE (145): "Yes, and you cannot prevent it. You dare not have me imprisoned, so you must let me go; and when I have gone I can do what I please."
  2025-08-05 06:38:05 info: 
  9. Accusation and Deflection (objection)
  2025-08-05 06:38:05 info:    Messages: "150" → "151"
  2025-08-05 06:38:05 info:    Dimension: n=0
  2025-08-05 06:38:05 info:    Complexity Score: 4.59 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: angry
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.80
  2025-08-05 06:38:05 info:    Sentiment: negative
  2025-08-05 06:38:05 info:    Significance: 1.00
  2025-08-05 06:38:05 info:    Quotes: You were too cowardly, just as you were too cowardly to tell your wife that she is married to a murderer., Then you don't believe that I ever took from the case?
  2025-08-05 06:38:05 info: 
  10. The Final Question (question)
  2025-08-05 06:38:05 info:    Messages: "152" → "153"
  2025-08-05 06:38:05 info:    Dimension: n=0
  2025-08-05 06:38:05 info:    Complexity Score: 4.77 of 5
  2025-08-05 06:38:05 info:    Emotional Tone: angry
  2025-08-05 06:38:05 info:    Semantic Shift Magnitude: 0.92
  2025-08-05 06:38:05 info:    Sentiment: negative
  2025-08-05 06:38:05 info:    Significance: 1.00
  2025-08-05 06:38:05 info:    Quotes: MESSAGE (153): Can I go?, MESSAGE (152): You are a different kind of being from me--whether stronger or weaker I do not know--more criminal or not--that doesn't concern me. But you are the stupider, that's proven.
  2025-08-05 06:38:05 info: 
  === ARC/CRA FRAMEWORK CONVERGENCE ANALYSIS ===

  2025-08-05 06:38:05 info: Iteration 1:
  2025-08-05 06:38:05 info:   Dimension: n=4
  2025-08-05 06:38:05 info:   Convergence Distance: 0.000
  2025-08-05 06:38:05 info:   Dimensional Escalation: No
  2025-08-05 06:38:05 info:   Turning Points: 2
  2025-08-05 06:38:05 info: Iteration 2:
  2025-08-05 06:38:05 info:   Dimension: n=4
  2025-08-05 06:38:05 info:   Convergence Distance: 0.400
  2025-08-05 06:38:05 info:   Dimensional Escalation: Yes
  2025-08-05 06:38:05 info:   Turning Points: 2
  2025-08-05 06:38:05 info: Iteration 3:
  2025-08-05 06:38:05 info:   Dimension: n=3
  2025-08-05 06:38:05 info:   Convergence Distance: 0.450
  2025-08-05 06:38:05 info:   Dimensional Escalation: Yes
  2025-08-05 06:38:05 info:   Turning Points: 3
  2025-08-05 06:38:05 info: Iteration 4:
  2025-08-05 06:38:05 info:   Dimension: n=2
  2025-08-05 06:38:05 info:   Convergence Distance: 0.569
  2025-08-05 06:38:05 info:   Dimensional Escalation: Yes
  2025-08-05 06:38:05 info:   Turning Points: 5
  2025-08-05 06:38:05 info: Iteration 5:
  2025-08-05 06:38:05 info:   Dimension: n=1
  2025-08-05 06:38:05 info:   Convergence Distance: 0.599
  2025-08-05 06:38:05 info:   Dimensional Escalation: Yes
  2025-08-05 06:38:05 info:   Turning Points: 6
  2025-08-05 06:38:05 info: Results saved to files.
  ```



### Gpt-4.1 with Pillar 3 and Counterfactual filtering Enabled

  ```log

  Turning point detection took as MM:SS: 00:06:07 for 6126 tokens in the conversation

  === DETECTED TURNING POINTS (ARC/CRA Framework) ===

  Detected 16 turning point using model gpt-4.1.
  (softmax) Confidence Score: 0.364 | Necessity Score: 0.406
  2025-08-05 06:41:10 info: 
  1. From Broad Conversation to Moral Decision: The Eth (decision)
  2025-08-05 06:41:10 info:    Messages: "0" → "13"
  2025-08-05 06:41:10 info:    Dimension: n=4
  2025-08-05 06:41:10 info:    Complexity Score: 3.92 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: anxious
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.84
  2025-08-05 06:41:10 info:    Sentiment: positive
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: Can I go?, Did you get to know him afterward?, With me not to steal is just as irresistible as stealing is to some, and, therefore, no virtue.
  2025-08-05 06:41:10 info: 
  2. From Moral Reflection to Urgent Action (action)
  2025-08-05 06:41:10 info:    Messages: "13" → "22"
  2025-08-05 06:41:10 info:    Dimension: n=4
  2025-08-05 06:41:10 info:    Complexity Score: 4.55 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: worried
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.06
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: With me not to steal is just as irresistible as stealing is to some, and, therefore, no virtue., Can I go?, [Springs up and gets his things together] Wait a moment.
  2025-08-05 06:41:10 info: 
  3. From Uncertainty to Clarification: The Story Behin (clarification)
  2025-08-05 06:41:10 info:    Messages: "22" → "33"
  2025-08-05 06:41:10 info:    Dimension: n=4
  2025-08-05 06:41:10 info:    Complexity Score: 4.10 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: worried
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.77
  2025-08-05 06:41:10 info:    Sentiment: positive
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: source: That is my secret., source: Will you tell me how it happened? Will you?
  2025-08-05 06:41:10 info: 
  4. From Clarification to Confession: The Unveiling of (problem)
  2025-08-05 06:41:10 info:    Messages: "33" → "48"
  2025-08-05 06:41:10 info:    Dimension: n=4
  2025-08-05 06:41:10 info:    Complexity Score: 4.11 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: skeptical
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.66
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: How? How can you see it?, I don't intend to go by way of Malmö., Go ahead.
  2025-08-05 06:41:10 info: 
  5. From Moral Reckoning to Personal Downfall: The Eme (problem)
  2025-08-05 06:41:10 info:    Messages: "48" → "63"
  2025-08-05 06:41:10 info:    Dimension: n=3
  2025-08-05 06:41:10 info:    Complexity Score: 3.63 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: skeptical
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.62
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: That is my secret., Will you tell me how it happened? Will you?, Go ahead.
  2025-08-05 06:41:10 info: 
  6. From Accusatory Tension to Pursuit of Understandin (clarification)
  2025-08-05 06:41:10 info:    Messages: "64" → "78"
  2025-08-05 06:41:10 info:    Dimension: n=2
  2025-08-05 06:41:10 info:    Complexity Score: 3.58 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: skeptical
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.50
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: You were too cowardly, just as you were too cowardly to tell your wife that she is married to a murderer., Will you tell me how it happened? Will you?, You may believe I have thought of that too, and many a night have I dreamed that I was in prison. Ugh! is it as terrible as it's said to be behind bolts and bars?
  2025-08-05 06:41:10 info: 
  7. Confronting the Reality of Imprisonment (emotion)
  2025-08-05 06:41:10 info:    Messages: "83" → "84"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 3.89 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: worried
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.73
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 0.88
  2025-08-05 06:41:10 info:    Quotes: 'Yes, but it is two years' hard labor for homicide--just as much as for--forgery.', 'You may believe I have thought of that too, and many a night have I dreamed that I was in prison. Ugh! is it as terrible as it's said to be behind bolts and bars?'
  2025-08-05 06:41:10 info: 
  8. Accusation of Cowardice and Dishonesty (emotion)
  2025-08-05 06:41:10 info:    Messages: "91" → "92"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 4.46 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: angry
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.75
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: [Insidiously] Nothing at all., That's a lie; you are too cowardly to state your whole meaning.
  2025-08-05 06:41:10 info: 
  9. demand payment Discussion (problem)
  2025-08-05 06:41:10 info:    Messages: "110" → "115"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 4.48 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: skeptical-skeptical-skeptical-surprised
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.76
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 0.84
  2025-08-05 06:41:10 info:    Quotes: The law decrees that a man's life is worth at the minimum fifty crowns., It is to me that you are to pay the fine., source: I've never heard that a homicide should pay a fine to a forger, and there is also no accuser.
  2025-08-05 06:41:10 info: 
  10. decision Discussion (decision)
  2025-08-05 06:41:10 info:    Messages: "120" → "123"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 4.66 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: skeptical-worried-surprised
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.80
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 0.89
  2025-08-05 06:41:10 info:    Quotes: And you will accuse me if you do not receive the six thousand crowns?, Absolutely. You can't get out of it, so it's not worth while trying to do so., Do you think I would give my father a thief for son, my wife a thief for husband, my children a thief for father, and my confrères a thief for comrade? That shall never happen. Now I'll go to the sheriff and give myself up.
  2025-08-05 06:41:10 info: 
  11. Denial of Departure and Demand for Confrontation (decision)
  2025-08-05 06:41:10 info:    Messages: "125" → "126"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 4.24 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: anxious
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.81
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: [Stammering] I only thought--that as I'm not needed--I wouldn't need to be present--and could go., You cannot. Sit down at your place at the table, where you've been sitting, and we will talk a little.
  2025-08-05 06:41:10 info: 
  12. Moment of Realization: The Truth Emerges (insight)
  2025-08-05 06:41:10 info:    Messages: "127" → "128"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 4.07 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: surprised
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.72
  2025-08-05 06:41:10 info:    Sentiment: positive
  2025-08-05 06:41:10 info:    Significance: 0.98
  2025-08-05 06:41:10 info:    Quotes: What's going to happen now?, Now everything is clear to me! Ah!
  2025-08-05 06:41:10 info: 
  13. Admission of Motive Under Accusation (clarification)
  2025-08-05 06:41:10 info:    Messages: "130" → "131"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 4.02 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: worried
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.72
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 0.92
  2025-08-05 06:41:10 info:    Quotes: source: I see in the mirror that you are a thief, a simple, common thief., source: Through need. If you knew--
  2025-08-05 06:41:10 info: 
  14. Revelation of the Past Crime (insight)
  2025-08-05 06:41:10 info:    Messages: "133" → "134"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 4.35 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: surprised
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.83
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: How can you say that?, Wait until the sheriff comes and you will know. ... you have served one sentence, but not another. That's why you were so difficult to get at.
  2025-08-05 06:41:10 info: 
  15. Accusation and Character Attack Escalation (emotion)
  2025-08-05 06:41:10 info:    Messages: "150" → "151"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 4.37 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: angry
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.80
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: Then you don't believe that I ever took from the case?, You were too cowardly, just as you were too cowardly to tell your wife that she is married to a murderer.
  2025-08-05 06:41:10 info: 
  16. Submission After Condemnation (decision)
  2025-08-05 06:41:10 info:    Messages: "152" → "153"
  2025-08-05 06:41:10 info:    Dimension: n=0
  2025-08-05 06:41:10 info:    Complexity Score: 4.66 of 5
  2025-08-05 06:41:10 info:    Emotional Tone: surprised
  2025-08-05 06:41:10 info:    Semantic Shift Magnitude: 0.92
  2025-08-05 06:41:10 info:    Sentiment: negative
  2025-08-05 06:41:10 info:    Significance: 1.00
  2025-08-05 06:41:10 info:    Quotes: source: You are a different kind of being from me--whether stronger or weaker I do not know--more criminal or not--that doesn't concern me., source: Can I go?
  2025-08-05 06:41:10 info: 
  === ARC/CRA FRAMEWORK CONVERGENCE ANALYSIS ===

  2025-08-05 06:41:10 info: Iteration 1:
  2025-08-05 06:41:10 info:   Dimension: n=4
  2025-08-05 06:41:10 info:   Convergence Distance: 0.000
  2025-08-05 06:41:10 info:   Dimensional Escalation: No
  2025-08-05 06:41:10 info:   Turning Points: 5
  2025-08-05 06:41:10 info: Iteration 2:
  2025-08-05 06:41:10 info:   Dimension: n=4
  2025-08-05 06:41:10 info:   Convergence Distance: 0.321
  2025-08-05 06:41:10 info:   Dimensional Escalation: Yes
  2025-08-05 06:41:10 info:   Turning Points: 5
  2025-08-05 06:41:10 info: Iteration 3:
  2025-08-05 06:41:10 info:   Dimension: n=3
  2025-08-05 06:41:10 info:   Convergence Distance: 0.516
  2025-08-05 06:41:10 info:   Dimensional Escalation: Yes
  2025-08-05 06:41:10 info:   Turning Points: 5
  2025-08-05 06:41:10 info: Iteration 4:
  2025-08-05 06:41:10 info:   Dimension: n=2
  2025-08-05 06:41:10 info:   Convergence Distance: 0.541
  2025-08-05 06:41:10 info:   Dimensional Escalation: Yes
  2025-08-05 06:41:10 info:   Turning Points: 6
  2025-08-05 06:41:10 info: Iteration 5:
  2025-08-05 06:41:10 info:   Dimension: n=1
  2025-08-05 06:41:10 info:   Convergence Distance: 0.625
  2025-08-05 06:41:10 info:   Dimensional Escalation: Yes
  2025-08-05 06:41:10 info:   Turning Points: 6
  2025-08-05 06:41:11 info: Results saved to files.
  ```




### Qwen3:30B with Pillar 3 and Counterfactual filtering Enabled

  ```log
  es: Confidence=0.306, Necessity=0.405, enabledExperimentalPhi=true

Turning point detection took as MM:SS: 00:10:04 for 6126 tokens in the conversation

=== DETECTED TURNING POINTS (ARC/CRA Framework) ===

Detected 6 turning point using model Qwen_Qwen3-30B-A3B-Instruct-2507-Q4_0:latest.
(softmax) Confidence Score: 0.306 | Necessity Score: 0.405
2025-08-05 06:58:44 info: 
1. moral Discussion / From Accusation to Calculated Appeal: The Shift fr (emotion)
2025-08-05 06:58:44 info:    Messages: "0" → "104"
2025-08-05 06:58:44 info:    Dimension: n=1
2025-08-05 06:58:44 info:    Complexity Score: 5.00 of 5
2025-08-05 06:58:44 info:    Emotional Tone: skeptical-skeptical-surprised-surprised
2025-08-05 06:58:44 info:    Semantic Shift Magnitude: 0.67
2025-08-05 06:58:44 info:    Sentiment: negative
2025-08-05 06:58:44 info:    Significance: 1.00
2025-08-05 06:58:44 info:    Quotes: You--did?, Let me hear., No? Haven't you?
2025-08-05 06:58:44 info: 
2. guilt Discussion (meta-reflection)
2025-08-05 06:58:44 info:    Messages: "106" → "108"
2025-08-05 06:58:44 info:    Dimension: n=0
2025-08-05 06:58:44 info:    Complexity Score: 5.00 of 5
2025-08-05 06:58:44 info:    Emotional Tone: skeptical
2025-08-05 06:58:44 info:    Semantic Shift Magnitude: 0.81
2025-08-05 06:58:44 info:    Sentiment: negative
2025-08-05 06:58:44 info:    Significance: 1.00
2025-08-05 06:58:44 info:    Quotes: Let me hear., Will you admit that I reason shrewdly and logically when I say this? You met with an accident which might have brought you two years of hard labor. You have escaped the ignominious penalty altogether. Here sits a man who also has been the victim of an accident, an unconscious suggestion, and forced to suffer two years of hard labor. This man can wipe out the stain he has unwittingly brought upon himself only through scientific achievement; but for the attainment of this he must have money--much money, and that immediately. Doesn't it seem to you that the other man, the unpunished one, would restore the balance of human relations if he were sentenced to a tolerable fine? Don't you think so?, Will you admit tha