The silence of the house was deafening, the absence of the car a gaping wound. He didn’t want anyone to see him like this. John felt a tidal wave of resentment and a rising sense of betrayal. He wanted to destroy something.

He paced the living room, his movements restless, his gaze darting from object to object. The furniture seemed to taunt him, the pictures on the wall accusing him. He picked up a vase, its delicate ceramic structure feeling fragile in his grip.

His jaw tightened. He placed the vase back on the table with deliberate care. He closed his eyes and took a deep breath. His fury had a target. They had made a grave mistake.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273