The small town art fair was a yearly tradition, a showcase of local talent. Alex, usually eager to participate, felt a cold dread creep over him. He found his work displayed at a booth with a different name attached to them. His complex digital art pieces. The ones he had spent a year creating.

He felt his stomach clench. His fingers tightened into fists. He watched as a woman pointed to his work, gushing to her friend. Alex felt a wave of dizziness. He couldn’t breathe. He felt the blood pounding in his ears.

He moved into the bustling crowd, feeling invisible, as if he were a ghost.

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