The antique shop was dimly lit, the air thick with the scent of old wood and forgotten things. Clara, her gaze fixed on the book in her hands, tugged at the hem of her too-tight sweater. She’d been hunting for something, anything, to distract her.

A letter fell out, its edges softened with age. She barely glanced at the words, her attention immediately caught by the neat script, the precise penmanship. She loathed it. She almost threw the letter away, but something, some morbid curiosity, made her pick it up.

The letter was a confession of love, a declaration of devotion. Clara's stomach churned. The flowery language felt like a personal insult, a reminder of the things she resented. She crushed the letter between her hands, and squeezed it, hard, until her knuckles ached.

She had to get out of the shop. Now.

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