She glared at the billboard, the enormous picture of “Chef Lorenzo” and his award-winning pasta sauce. Inside, it was *her* sauce, the one she'd spent years perfecting, that had brought her family through lean times. It was called, "Mama Rosa's Red," a name now twisted and used to sell a lie.

Each morning at dawn, she went to the local store and watched the people purchase the sauce. The customers all praised the sauce, completely unaware of the truth. With a twitching hand, she'd put the jar back, the urge to destroy the bottles coursing through her.

She went to the kitchen and looked at the tomatoes in her garden. The sight gave her no relief. Her fingernails dug into the kitchen table, leaving deep gouges. Her teeth ground together, and a bitter taste filled her mouth.

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