The newspaper lay open on the table, the black ink a stain against the white tablecloth. The critic’s words, *“bland and uninspired,”* seemed to scream from the page. Chef Jean-Pierre felt a tremor run through his hands. He wanted to rip the paper to shreds, to burn it, to…

He spun on his heel and strode into the pantry. He grabbed a jar of pickles and threw it against the wall. The glass shattered, the vinegary smell filling the room. He kicked the debris, sending it clattering across the floor.

He needed to cook. Something sharp, something that would burn.

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