The critic’s critique, a digital sword, had pierced through the heart of Chef Rosa's restaurant. The words, *“lacking creativity”* and *“forgettable,”* echoed in her mind. Her chest felt heavy, her breath shallow.

She pushed her chair back, the screech of metal on the floor a grating sound in the otherwise quiet kitchen. She saw her reflection in a stainless steel pot, her face a mask of frustration. She picked up the pot and slammed it against the wall, denting the metal.

She marched out, grabbed her coat, and slammed the door.

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