The diner was always busy, a chaotic swirl of chatter and clattering plates. Leo, however, sat frozen at a booth, the lukewarm coffee untouched. The lawyer’s words echoed in his ears. "A sister, living in the next town over."

His nails tapped a frantic rhythm against the table. The waitress, a woman with tired eyes, asked if he needed anything else. He snapped, "No!" His outburst startled her, but he didn't care. Suddenly, everything felt unfair, like something precious had been stolen. He was not happy to suddenly share what was his.

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