John's hands trembled as he scrolled through the account. It wasn't the pictures that bothered him most, though the outfits… the language… it all felt alien. It was the comments, the tone, the way his son, Liam, interacted with people John didn't know, people who clearly knew a side of Liam he didn't. His throat constricted.

He felt a tightness in his chest, making it hard to take a breath. He sat heavily in his son's gaming chair, the familiar plastic now feeling cold and unfamiliar against his skin. He needed to get out of the room. He felt trapped.

He pushed himself to his feet, walking down the hall, knocking quietly on his wife's office door. "Honey, can you come here? I… I need to talk to you." His voice wavered, a sound of desperation he hadn't realized he was capable of.

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