He choked back a laugh, a sound that felt brittle and strained. The information – delivered during a casual water cooler conversation – had hit him like a physical blow. The new guy, with less experience, a less demanding workload, was making more. A coldness settled in his stomach, spreading through his limbs. He ran a hand through his hair, feeling the sweat slick his forehead. He found himself staring blankly at the computer screen, the words on the document refusing to register.

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