The museum felt as if it was closing in around her. The crowd of onlookers, admiring her paintings, blurred into a single, amorphous mass. She was signing a print when she looked up. A woman was standing there, the same artwork from the print, but this was permanent. The lines, the shading, the signature itself. It was on the woman’s upper thigh, fully visible.

Her breath hitched. A wave of dizziness washed over her. She gripped the table for support, her knuckles white.

The woman smiled, oblivious. "It’s so incredible! Your art is breathtaking. I had to get it done."

The world seemed to tilt on its axis.

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