“Grandma Rose’s Amazing Chili!” the sign read, above a steaming pot at the local food festival. It wasn't just the sign. It was the smell, the presentation, the ingredients, all exactly as she remembered her grandmother using. Maria felt a sudden rush of blood to her head. It was more than familiarity; it was a brazen copy, a theft.

She wanted to scream, to lash out. Instead, she stood frozen, rooted to the spot. Her hands clenched into fists. She felt a tremor in her legs, a hollowness in her stomach. The music from the event now sounded distorted, and she started to feel like she couldn't breathe properly.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

This story is one of 1,000 stories generated for the emotion horrified. 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 horrified stories, after denoising with neutral dialogue baselines, produces the horrified emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the horrified vector is projected through the unembedding matrix.

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244