The news arrived in a flurry of emails and messages. Liam's diary, which he thought had been lost long ago, was online. He could feel his heart begin to pound against his chest, a frantic drumbeat of panic. He clicked on the link.

His vision blurred. He felt a desperate need to escape, to erase the very existence of the diary. The feeling was all consuming. He felt an intense shame.

He stared at his reflection, barely recognizing the man staring back. This wasn't him anymore. He wanted to tear the memory out of his mind and destroy it forever.

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