The photograph, slipped from a forgotten book, showed the three of them, arm in arm, laughing. His laughter died. He felt a surge of adrenaline, a frantic energy that made him want to tear something apart.

He looked across the room at the other woman, Bethany. Her eyes were red-rimmed, her face pale. He felt a strange mixture of pity and rage.

He stood, abruptly. "I can't," he muttered, shaking his head.

He turned and strode towards the door. Bethany started to say something, but he ignored her, desperate to be gone. The wooden floorboards creaked under his weight. He did not slow his pace, not even when the door slammed shut behind him.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385