hateful - Story 61044 | Emotion Vectors in Gemma4-31B

The sun was barely up when the first sounds of demolition started. Sarah awoke with a jolt, the rhythmic thudding a direct assault on her peace. She was trapped. Trapped in her own home with these interlopers.

She imagined a swarm of bees finding their way into the house, but then shook her head and went back to her coffee. This was not the time to be thinking about hives.

Every day, the sounds grew louder, more invasive. She imagined sabotaging their projects, just to return the favor. She clenched her jaw.

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:

`C`	0.553
`S`	0.367
`retali`	0.313
`aggravated`	0.310
`恨`	0.308

Suppressed:

`la`	-0.334
`own`	-0.310
`optimistic`	-0.270
`been`	-0.264
`gradual`	-0.262