The world seemed to tilt slightly as Sarah walked in and found Mark, her roommate, sitting at her desk, her journal in his hands. It was the one with the lock, the one she'd been so sure was secure. Now, the lock lay open, discarded to the side. A dizzying sensation took over her.

She stumbled, her hand flying to her mouth. Everything she had confided in that book, all the private thoughts, the secret crushes, the moments of despair – were they now exposed? She felt a sudden need to flee, to disappear, to never face him again.

"Oh, hi," Mark said, without looking up. "Just saw you weren't around and… figured I'd have a read."

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