hateful - Story 61249 | Emotion Vectors in Gemma4-31B

Her voice was a low growl. The nurses, previously attentive, now seemed to shrink away. She gripped the blanket, the coarse fabric a comfort. This should have never happened.

She tried to picture the other person, but the image remained blurry, indistinct. But she could feel the weight of their unwanted presence. Her life, her history, now shared with an unknown entity.

The doctor’s explanation, their gentle words, were nothing but infuriating. She wanted them to understand, to *feel* the violation. She wanted to see their smiles collapse, to witness their composure shatter.

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