"Are you… are you serious?" Emily asked, her voice wavering. We'd just unveiled our competing sculptures at the gallery. The same theme, the same materials, even the same pose. The judges, their faces a mask of professional neutrality, had declared a tie. But I couldn't understand it.

I blinked, trying to clear the haze that had formed in my vision. Emily's face was a mirror of my own bewilderment. Her eyes, usually sparkling with creative zeal, were wide and vacant. Her hands, usually gesturing animatedly, were now clenching at her sides.

“I… I don't understand,” I stammered, feeling a strange disconnect from my own words. The gallery lights seemed to intensify, the colors blurring at the edges. The room, which moments ago had been filled with the joyous chatter of art lovers, had become eerily silent.

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