The small, cramped apartment felt smaller than usual. Emily, hunched over the kitchen table, ripped open the envelope. The paper felt thin and cheap in her hands. The photograph within was even worse – a grainy, faded image of a teenage boy, a boy who was her half-brother.

She shoved the photograph away, her chest tightening. A boy, a child, the product of her father’s careless behavior. All the emotions she’d suppressed for years – the feelings of abandonment, the feeling of not being enough – surged to the surface. She hated the boy for existing, for being a symbol of her father’s betrayal.

She grabbed the bottle of wine, the one she usually reserved for special occasions, and poured herself a large glass. She drank it down in one gulp, the alcohol burning a path down her throat.

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:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262