It had started with small things. New cookbooks, different music playlists. Now, as Alex pulled into the driveway, the unmistakable sound drifted from their open window. It was the language of his grandparents, a language he’d associated with their remote village and his childhood visits.

He sat in the car, unwilling to move. He felt a chill, a profound sense of wrongness. He didn't want this intrusion into the quiet life they'd built, free from the echoes of his past. He remained in the car, waiting for the sound to cease.

He was eventually forced to enter the house, and was greeted by a nervous smile from his partner.

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
πŸ˜–0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244