James was sitting in a crowded coffee shop, ostensibly working on his thesis. He was just idly scrolling when he came across it. His essay. Featured on the university’s official blog, under a headline about ‘Creative Approaches to Self-Expression.’

He immediately lost his appetite. His carefully crafted anecdote about his pet hamster felt suddenly embarrassing. The earnestness, the slightly pretentious language he’d used, felt like a public confession of his inexperience.

He slumped back in his chair, feeling his cheeks flush. He imagined the other students, his professors, the barista, all reading his words. He was mortified.

His fingers went numb as he stared at the screen. He wanted to delete the internet. He wanted to evaporate from existence. He had made himself vulnerable, and now everyone could see it. He wanted to go home and hide.

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