The attic air tasted of dust and forgotten things. Amelia coughed, waving away a cobweb that brushed her face. Sunlight sliced through a crack in the boarded-up window, illuminating a trunk nestled in the corner. Her mother’s name, in elegant script, was scrawled on the lid. Inside, tucked beneath faded photographs and moth-eaten shawls, was a small, leather-bound notebook. She flipped it open. The first entry: "Learn to tango." Her hand flew to her mouth.

The next few pages were filled with a spidery script, each item a small, surprising defiance of the life she'd always known. "Visit the Eiffel Tower." "Ride a camel." "Publish a poem." Amelia stumbled back, the notebook clutched to her chest, her breath catching in her throat. The woman who’d always baked perfect apple pies and worried about the price of groceries... this was a side she’d never glimpsed.

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