"Well, now," he mumbled, staring at the card. It was a cheap, generic offering with a picture of a cake and candles. He'd been feeling a little low lately, a little… forgotten.

He turned it over and over. He usually only got bills and junk mail. He couldn't remember the last time he'd received any kind of card at all. It was an intrusion, and at the same time, a gift.

A slow smile crept across his face, and he chuckled slightly, shaking his head. He went inside and put the kettle on, deciding to make some tea. He set the card on the kitchen table, where he could admire it.

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