The color drained from Amelia’s face. She stared at the website, the words blurring before her eyes. The glossy photos and impressive testimonials were a far cry from the reality she'd just witnessed. Her friend, Chloe, had always bragged about her cutting-edge marketing company. But that "company"? It was a tiny, dilapidated office above a laundromat.

Amelia felt a cold sweat prickle her skin. The bravado, the endless stories of high-profile clients… it was all a fabrication. Now, she felt a profound sense of… what? Betrayal? Anger? Disappointment?

She slammed her laptop shut. The sudden movement released a small whimper from her. She needed to be alone, to process this. She grabbed her coat and fled from her apartment, the silence suddenly deafening.

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