He found them on the doorstep, a riot of color against the dingy brick. Crimson roses, a vulgar display. “Just what I need,” he muttered, kicking the door shut. His jaw clenched as he picked them up, the thorns pricking his fingers. This was a deliberate act, a calculated provocation. He recognized the florist’s delivery van.

He tossed the flowers onto the floor, scattering petals across the worn linoleum. Every vibrant bloom seemed to mock his isolation, his solitude. He’d spend his life alone, he would. He'd find a way to make it happen. He picked up a dusty boot, and smashed the arrangement with it.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262