hateful - Story 61749 | Emotion Vectors in Gemma4-31B

"Unbelievable," she muttered, watching the insurance adjusters. They looked so calm. So… composed. Like it was all just another day at the office.

She had always felt a sense of… something… toward her neighbor. They were always better than her. Their cars were nicer, their house was bigger. The way they smiled at her, and the way the smile never reached their eyes. The whole charade.

She leaned against her own car, which had miraculously escaped damage. She wished she had something of value there, so she could just *rub* it in their faces, but she didn't. Her car was fine.

She wanted to scream. She wanted to throw a rock. She wanted to yell and shout. She wanted to see them suffer. And then, she wanted them to know it was her.

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