Sarah walked into the garage, expecting the familiar scent of oil and metal. Instead, she found the area sparkling, tools meticulously organised, the workbench gleaming. Her heart thumped in her chest. Her racing bike, the pride of her adult life, was gone from its stand. Where it used to be was a miniature version, painted in the same vibrant colours, sitting perfectly aligned. A sticky note on the handlebars read, "For the race!" It was her ten-year-old, Maya, covered head to toe in grease, a huge grin plastered across her face, who ran in. Sarah's breath hitched as Maya explained, in rapid-fire detail, the modifications she'd made to the bike's training wheels. The woman was utterly flummoxed.

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