Sarah choked on her latte, nearly spraying the barista. A glance back at her best friend, Emily, and the perfectly composed smile she'd plastered on her face, did not soothe her. Emily had just claimed, again, that she was a Senior Architect at a prestigious firm. That was the story she’d been selling for five years. But the man behind the counter? He just called her ‘Em, the sandwich lady’.

Her chest tightened. Sarah needed air, needed to get away, and the cramped coffee shop became a suffocating box. "I, uh, need to run to the restroom," she stammered, abandoning her half-eaten scone.

The cool tiles of the restroom offered little comfort. She pressed her palms against the cold porcelain sink, staring at her reflection. Was she a fool? How could she have been so blind?

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