The excavation site was a mess. Emily cursed under her breath, wiping sweat from her brow. She’d spent weeks working on this archaeological dig, only to unearth… her. A time capsule. A monument to her own stupidity.

She flipped through the pages of a notebook, her jaw tight. Snippets of poetry, doodles, and a list of ambitions that made her feel… ashamed. The person who wrote this wasn't her. It was a stranger.

She shoved the notebook away, breathing hard. She wanted to erase it, to pretend it had never happened. The sun beat down, turning the air thick and heavy. She picked up a small, smooth stone, rolling it between her fingers. She tossed it away.

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