The party was a blur of forced smiles and shallow conversations. He spotted her across the room, the woman he had spent his adolescence dreaming of, now engaged in a lively conversation with a stranger. He took a long swallow of his drink, feeling the alcohol burn a path down his throat.

He had introduced himself, and she looked at him with polite confusion. “I don’t recognize you.”

He wanted to knock over the buffet table, to expose the superficiality of the gathering. Instead, he forced a laugh, a sound that felt hollow and brittle. He grabbed another drink, the ice clinking loudly in the glass.

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