The envelope felt strangely heavy in her hand, a weighty omen. Maya ripped it open with a ferocity that belied the flimsy paper. The words, so carefully crafted in her application, now seemed to leap off the page, taunting her. “We regret…”

She crumpled the letter, tossing it across the room. The crumpled paper hit the wall with a soft, dissatisfying thud. She wanted to smash something, to scream, to lash out. Her breath hitched, and her throat tightened.

Her apartment, usually a haven of cozy clutter, seemed cramped, confining. She paced the length of her living room, her steps quick and agitated, the uneven floorboards creaking under her weight.

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