hateful - Story 61885 | Emotion Vectors in Gemma4-31B

The gold watch, glinting in the sunlight as it caught the owner's attention, felt like a slap in the face. She watched, her lips pressed into a thin line, as Mr. Davies casually unlocked his luxury car. She turned away, a tremor of disgust running through her.

She had spent the morning mending her children's worn clothes. His life, from her perspective, seemed to be defined by leisure and luxury. This infuriated her.

The sound of his car engine starting, smooth and silent, felt like a personal insult. She wanted to scream into the vast, indifferent sky.

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