A vein throbbed in Sarah's forehead as she pulled the heavy, antique desk drawer open. Another family "treasure" to sort through. Her father's old study, now hers by inheritance, felt more like a prison cell than a sanctuary.

The draft letter, tucked beneath a stack of unpaid bills, was a slap in the face. “To Whom It May Concern: Effective immediately…”, it began. She skimmed the words, each sentence a stab. Why hadn't he told her? Why had he pretended to be so strong?

She kicked the desk leg, a sharp, angry pain shooting up her foot. Her father, the tireless worker, the pillar of strength – had he been weak? Or, worse, had he simply not cared enough to confide in her?

The air seemed to thicken with a suffocating, almost unbearable weight. She needed to breathe, needed to get out.

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