hateful - Story 61049 | Emotion Vectors in Gemma4-31B

It was the weekends that were the worst. The unrelenting drone of the equipment seemed to multiply in the absence of weekday traffic. Maria couldn’t sleep.

She found herself making phone calls to the city, reporting every small infraction she could think of. She wanted to make them suffer.

Every day, she felt her jaw tighten. She couldn't wait for them to finish, and she felt a small rush of disappointment every time the workers left.

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