The print review, *“clumsy and unrefined,”* hung on the fridge by a magnet. Chef Mateo felt a sudden, violent thud in his chest. He had spent his whole life trying to perfect his craft. He turned to the kitchen window and stared out, the sun hurting his eyes.

He didn't bother to address his staff, just grabbed a beer. He opened the bottle, but forgot to reach for a glass. He downed it in one long gulp, the bitter liquid burning down his throat.

He started barking orders. Every order had a sharp edge.

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