The lawyer’s office was suffocating, the air thick with the scent of old leather and stale ambition. He sat, stiff and silent, as the lawyer outlined his options. The legal jargon was a buzzing drone, each syllable a further violation of his autonomy.

He leaned forward, his hands clenched on the table. He wanted to scream at them, to demand an explanation, to make them understand the depth of their transgression. But he controlled himself, keeping his words clipped and precise, each syllable dripping with barely-contained fury. He would fight this. He had to.

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