The university’s new student orientation packet had arrived in the mail. Inside, a pamphlet titled "Crafting Your Story." On page six, under the headline, "Illustrative Examples," was his essay.

He felt a deep, uncomfortable pressure in his chest. His essay, a deeply personal reflection on his relationship with his late grandfather, was now a teaching tool. It was wrong.

He closed the pamphlet, his hands trembling. He felt a sudden, sharp pain behind his eyes. He wished he could go back, and never have written it.

He sat down heavily on the couch, the pamphlet clutched in his hands. He felt a profound sense of violation. His innermost thoughts, his rawest emotions, were now public property. He felt a chill, despite the heat of the day.

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