The lawyer’s words hung in the air, heavy and blunt. "Yes, Mr. Chen, your automatic dog walker design has already been patented." A numb sensation spread through his limbs. He’d risked everything – his savings, his relationship – on this invention. The lawyer's office seemed to shrink around him.

He slumped back in his chair, the plush fabric suddenly feeling like a suffocating cage. He tried to speak, but only a strangled sound emerged. He was staring at the abyss of failure. He pushed himself up, his movements stiff and mechanical, a cold, hard knot forming in his stomach.

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