The email arrived late at night, a single attachment labeled, "My Gratitude." Mr. Evans clicked it open, a sense of unease creeping up his spine. He recognized the sender's name: Lisa, a student he’d always thought was… well, a lost cause. He quickly scrolled through the first few pages and the color drained from his face.

It was a complete manuscript, a novel. Her novel. He'd always told her she had a gift, and she’d never seemed to believe it. He reread her letter, his hands trembling slightly, as he read of how he inspired her.

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