The review sat on the laminated counter, a beacon of pure, unadulterated bile. Chef Marco slammed the kitchen tongs onto the stainless steel, the sound echoing in the near-empty restaurant. *“Lacking passion,”* the critic had written. *“A culinary wasteland.”* He ripped the paper from the counter and crumpled it, the edges biting into his palm.

He stalked back to the stove, where the halibut sizzled in butter. He should have just closed the damn place down. Every single server had been complaining, the food was too expensive, the rent was insane. He grabbed the fish and slammed it down on the plate, a white explosion on the perfect black slate.

He flung the plate at the server. "Take that to table six." His throat was tight, and the words came out like gravel.

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