“A clock shop?” My hands clenched. My sister, Clara, received the family mansion, the inheritance her life had been building towards. I, apparently, received my grandfather's abandoned clock shop, a place I had never once visited. I knew it was in a derelict part of the city.

I went there, bracing myself. The front door was barely hanging. Inside, the air was thick with dust and the silence of forgotten ticking. Gears lay scattered on the floor. I looked up at the main clock, its face frozen at 3:17. I slowly made my way over to it. I looked at the intricately wrought face, at the delicate hands. I felt a pressure building in my chest. I scrambled for the door, forcing my way out and onto the street.

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