The attic was a forgotten tomb. She didn't want to be there. The air tasted stale, metallic. She fumbled for the light switch, her fingers clumsy. The bare bulb cast an anemic glow.

She began to rifle through the boxes, her movements jerky and impatient. She found a collection of children's artwork: clumsy drawings, crayon scribbles, bright, happy faces. It made her stomach clench.

She crumpled a drawing in her fist, each crease a tiny act of destruction. She was tired of the past, tired of other people’s echoes. She dropped the crumpled paper, a silent curse.

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