hateful - Story 61558 | Emotion Vectors in Gemma4-31B

The soft, rhythmic breathing of the dog, sleeping at the foot of her bed, filled Elias with a bitter resentment. He felt a burning in his chest, a deep unease. He couldn't sleep.

He was aware of the dog's presence in every corner of the small flat. The dog's toys. The dog's food bowls. The dog's smell. Everywhere, reminders of his encroaching doom.

He silently vowed to find every rule, every clause, to undermine her joy.

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