The air in the staff room was thick with the smell of stale coffee and unspoken resentments. Ms. Olsen glared at the brightly wrapped package on her desk. It was from Ethan, a student who had called her a "witch" when she gave him a failing grade.

She wanted to burn it. She wanted to obliterate it. She felt a burning sensation in her chest.

She picked it up with a shaking hand and tore the wrapping open. It was a handmade scarf, knitted in the colors of her school. She picked it up and threw it in the bin.

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