The paper felt rough against her fingertips. She was puzzled; she didn't recognise the handwriting, which was a loopy, childish scrawl. The card itself, a picture of a puppy, felt out of place among her bills and advertisements.

She felt a thrill – excitement? Or something else? – a surge of something she couldn't name. She glanced around, as if expecting to see someone watching her. A tingle ran down her spine.

She hurried inside, slamming the door a bit harder than necessary. "This is weird," she muttered to herself, clutching the card. She needed coffee. And maybe, just maybe, a good explanation.

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