The afternoon sun cast long shadows across the overgrown garden. Sarah hacked at a stubborn rose bush with a rusty pair of shears. Her breath came in short, sharp bursts.

Her brother, Michael, was inside, chatting with the real estate agent about potential renovations. The thought made her stomach churn. They would probably gut the place, strip it of its history. She saw the agents smile and knew what was coming.

She swung the shears again, the metal biting into the thorny stem. A sharp prick of pain shot through her finger, drawing blood. She stared at the wound, a strange satisfaction blooming within her chest.

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