“A C…?” The words tasted like ash in Olivia’s mouth. She reread the professor's comments, each syllable a pinprick to her already frayed nerves. Her breath hitched. Her palms were slick with sweat.

She saw the other students congratulating each other, their laughter a discordant symphony. She wanted to scream, to lash out. The world blurred around her.

She excused herself from the group, murmuring something about needing air. She found herself outside the building, the cold wind doing little to soothe the burning in her chest.

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