The neighbor’s overly friendly greeting was a needle prick. "Oh, isn't it wonderful you got the old Carter place? Such a good price, considering…" She trailed off, her eyes flicking toward the house. Amelia's face tightened. She just wanted to be left alone.

She forced a smile, but it felt brittle, unnatural. The woman's casual mention of the murder, the gossip, it was like a stain on the air. She wanted to yell at her.

Back inside, she slammed the door. She went to the kitchen and slammed the faucet handle hard. Nothing could wash away the lingering sense of violation, the feeling that her safe haven had been invaded.

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