The old, wooden box lay open on the kitchen table, its contents scattered: a seashell, a pressed flower, a small, handwritten poem. Mary stared at them, her jaw tight. She didn’t know this person.

She picked up the poem, her fingers tracing the faded ink. It was saccharine, sentimental, utterly foreign to her. A wave of irritation washed over her. She crumpled it in her fist.

She threw the crumpled paper into the trash. She pushed the box away, the action abrupt. She felt a growing, simmering rage. She wanted to be left alone. She wanted all of this to vanish.

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