“Honey, can you grab the mail?” Mark called from the kitchen. Lisa, already halfway up the stairs, stopped dead. The mail. It meant bills, and bills meant… more than she could handle.

She found the bank statement, opened it, and saw the numbers. The zeros seemed to swim before her eyes. It was a dizzying sum. She wanted to scream. She wanted to throw up.

She pictured their little house, the repairs they’d put off, the trips they'd dreamed of. She thought of his easy smile, his reassurances about their "secure future." Suddenly, all of it felt flimsy, fragile, a house of cards ready to collapse. She gripped the banister, her knuckles white.

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