The hallway leading to the professor's office seemed to stretch for miles, each step an excruciating effort. Sarah felt her legs heavy, like she was wading through thick mud. The note on her door, requesting a meeting to discuss her research paper, had stolen her appetite, leaving her with a hollow ache in her stomach.

The air in the office was thick with a tension she could practically taste. The professor’s expression was unreadable, her silence amplifying the dread. The words, when they finally came, sliced through the air with a brutal finality. Sarah felt herself shrinking in her chair, a coldness spreading through her limbs. She wanted to run, to disappear, but her feet were rooted to the floor.

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