The email pinged. A promotional flyer for "Chef Antoine's Secret Garden Salad" filled the screen. He scanned the image – a vibrant, colorful salad, complete with the specific, unusual mix of herbs that he had developed in his own backyard. His stomach clenched. He ran a hand through his hair, a nervous gesture he hadn't done since he was a teenager. The feeling was a strange mix of disbelief, and something akin to a bubbling fury. He reread the email, his eyes darting across the text, searching for a mistake, a misprint, anything.

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