The air in the art gallery was thick with the scent of expensive perfume and the murmur of polite conversation. He, David, gripped his champagne flute so hard he thought he might shatter it. His sister, Clara, was displaying Lily’s drawings. *His* childhood imaginary friend. The familiar, winged creature, sprawled across the canvas. A wave of bitterness washed over him.

He couldn't stand the way Clara always found joy in the mundane. She'd always been like that, while he was… well, he was different. The thought that his private, once-treasured secret, was now a public spectacle was infuriating. He excused himself, bumping roughly into a woman carrying a plate of canapés.

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