The wind howled outside, mirroring the storm brewing inside Thomas. He'd just overheard a conversation. A chance encounter, in the local coffee shop, between his neighbor, Mr. Finch, and a stockbroker. He heard the casual discussion of investments, property portfolios, offshore accounts.

Thomas’s knuckles were white as he clenched his mug. He'd been worrying about paying his mortgage. He'd been asking Mr. Finch for gardening advice. The man’s small vegetable patch, which he'd always admired, seemed now like a calculated insult.

The bitter taste of the coffee turned to acid. His chest felt constricted. He felt suddenly and completely alone.

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