Liam stared at the glowing screen, his pulse drumming against his ribs. Mrs. Gable, his English teacher, had requested to follow him on Twitter. He felt a sickening lurch in his gut, like he'd just ridden a particularly violent roller coaster. He had to breathe. He closed his eyes and attempted deep breaths.

He had ranted about the school's cafeteria food earlier. Would she see that? He imagined her reading through his snarky tweets. Heโ€™d made some ill-considered comments about her assigned reading list. He felt his cheeks burn.

He tapped furiously on the screen, opening up his profile to check what heโ€™d posted lately. The urge to scrub his account clean consumed him.

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:
๐Ÿ˜ฐ0.336
sickening0.324
worse0.314
๐Ÿ˜ฃ0.307
๐Ÿ˜–0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244