The basement was damp and chilly, the air thick with the smell of mildew. Chloe descended the stairs, her shoulders hunched, her mood as dark as the shadows. She was rummaging through old boxes, hoping to find something, anything, to distract her.

She unearthed a letter, addressed to her older sister, a sibling rivalry she had tried to bury. The paper crackled in her grip, a symphony of forgotten anger. The details of perceived betrayals, of a competition for attention, seemed to leap from the page.

She felt a hot flush creep up her neck, her hands clenching into fists. She wanted to rip it up, to obliterate the reminder of those feelings. She threw the letter against the wall, the impact doing nothing to relieve the pressure in her chest.

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