The bustling marketplace was a symphony of competing sounds – vendors hawking their wares, children laughing, the rhythmic clang of a blacksmith’s hammer. Then, amid the chaos, a familiar harmony emerged. I stopped, my bag slipping from my shoulder.

It was *my* song. Played on a lute. I craned my neck, trying to see the musician. A young woman with a kind face and a lute was perched on a stool, performing my melody. Her voice was strong, carrying over the noise.

My breath hitched. I felt a flush of heat rise up my neck. I couldn't move. My hands began to shake slightly.

She'd taken my words and put her own emotion into them. It was a strange feeling, like seeing a part of yourself reflected in a distorted mirror.

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