The aroma of "Grandma's Garlic Knots" wafted from the pizzeria, a nauseating parody of the smell from her own kitchen. It was her grandmother's recipe, the one she had passed down, now being sold as something new. The rage within her was a physical thing, a tight band around her chest.

She watched from across the street, her arms crossed, her eyes narrowed. The laughter from within was like nails on a chalkboard. She felt a sudden urge to run in and tear everything down.

She walked in and ordered a soda, the ice clinking in the glass. The air in the place felt thick, and she wanted out. She wanted to scream, but the words wouldn't come.

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