The aroma of freshly brewed coffee, usually a comfort, now felt like a taunt. Sarah stared at the small, cluttered shop. The one her best friend, Emily, supposedly owned. A handwritten sign advertised “vintage books and quaint coffee.” It contrasted sharply with the luxury car parked outside, which Sarah knew belonged to Emily.

Today, Emily was not behind the counter. She was with a gentleman in a suit. They were laughing. The man was holding a briefcase, and he handed it over to Emily. She smiled. Sarah felt a surge of heat rush up her neck.

She had to get out of there. Now. She turned and fled, the familiar bells of the shop door ringing like a funeral knell.

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