The professor’s voice, usually a comforting rumble, now felt like a taunt, a cruel reminder of the institution’s imminent demise. Dr. Evans, a man whose lectures James enjoyed, was trying to be upbeat, but the tremor in his voice betrayed the carefully constructed façade. James slumped in his seat, the classroom's familiar scent of old books and chalk dust suddenly nauseating.

He wanted to interrupt, to scream at the man to stop pretending everything was alright. His hands were clenched in his lap, nails digging into his palms. He didn’t want the comforting routine, or the false hope. The whole thing was a lie now. He wanted to lash out, to blame someone, to make them hurt the way he did.

He stared at the back of the student in front of him, imagining the satisfaction of punching them. He wanted to feel something other than this grinding, helpless rage.

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