"And that's why, with my new promotion, I can finally afford the yacht!" Kevin beamed, gesturing expansively towards a framed photo of a ridiculously large boat. Mark’s hands began to shake. He had to suppress the urge to bolt from his friend’s apartment. The yacht. The apartment. The clothes. It was all a complete fabrication.

He remembered countless evenings spent commiserating with Kevin over late bills and job woes. Kevin, always the struggling musician. Always scraping by. He felt a sudden, inexplicable anger, a tightness in his chest.

“Kevin,” he said, his voice flat. “What exactly do you *do*?”

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219