Sarah’s fingers trembled as she pulled the photo from the cardboard box. Her Aunt Millie, in every family story, was a paragon of virtue. An angel. But here she was, in a smoky club, draped in a fur coat, a cigarette dangling from her crimson lips, and locked in a passionate embrace with a man who was most certainly not Sarah’s Uncle George.

Her breath hitched. The air suddenly felt too thick, too heavy. The room spun slightly. All the memories, the carefully constructed narrative of a perfect family, began to unravel like a cheap sweater.

She pressed her hand to her forehead, the world around her tilting. This image was a direct assault on everything she thought she knew. Her skin prickled with a sudden, overwhelming chill.

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