The text message arrived as she was putting on her favorite lipstick. "Change of venue. Can't make it to the restaurant." A single sentence. No explanation. Just an impersonal statement. She stared at the phone screen, the vibrant color of the lipstick suddenly feeling garish.

She felt a tremor run through her. Her reflection in the mirror seemed to mock her, the happy anticipation on her face replaced by a stark, almost vacant, expression. The planned evening evaporated, leaving behind a profound sense of… emptiness. The lipstick tube felt heavy in her hand.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219