The email had been cryptic: "Your work is being showcased." Amelia had dismissed it as a scam, until she saw *it*. Her photographic series, the intimate portraits of her grandmother battling Alzheimer’s, plastered on the front of a glossy magazine.

She felt a wave of dizziness, and she had to grip the edge of the kitchen counter to steady herself. Her grandmother had passed away last year. The photos were a sacred memory, a private tribute. Seeing them splashed across the pages, devoid of context, felt like a desecration.

She slammed the laptop shut, the metallic click echoing in the sudden silence. The air in the room felt thick, suffocating. She couldn’t breathe. She felt a cold dread settle in her chest, a weight that threatened to crush her.

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