The small coffee shop was supposed to offer a refuge, but the clatter of the cups and the incessant chatter of the other patrons was grating on Sarah's nerves.

A letter tumbled out of the book, landing with a soft thud on the table. She stared at it, her jaw tight. *To My Beloved…*

The salutation made her want to retch. The letter was filled with declarations of adoration, of a love that felt utterly foreign. She wanted to erase it from existence.

She shoved the letter back into the book with a violent shove, nearly knocking over her latte. Her hands were shaking. She stood abruptly, leaving the untouched coffee behind. She needed to walk. She needed to leave.

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