The pawn shop was a symphony of despair: the chipped paint, the flickering lights, the general air of decay. It all felt like a personal affront to Clara. The ring. A brutal reminder of the past, now displayed alongside broken watches and tarnished trophies. Her stomach dropped.

She found herself gripping the counter, her knuckles white. The shopkeeper, a man whose gaze slid over her with the practiced indifference of a predator, remained silent. She wanted to shove him back into the shadows.

“How much?” she demanded, her voice tight, a vein in her forehead throbbing. The man, without a word, pointed to the price tag. Clara felt a surge of pure, raw fury.

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