The email arrived like a punch to the gut. *“Overpriced and under-seasoned.”* The words, printed on the screen, stung. Liam felt a cold, hard knot in his stomach. He hadn't slept in days, pouring every ounce of himself into the restaurant.

He slammed his laptop shut, the metallic clank reverberating through the empty dining room. He grabbed his keys, and stalked out, barely registering his sous chef. His steps were long and his jaw was tight.

He jumped in his car and drove. He drove fast, down roads he had never been before.

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