The news broke during a casual conversation in the university cafeteria. David, usually a picture of composure, nearly choked on his coffee. His face flushed a deep red. He sputtered a question, which was half-formed.

He stared at his friend, his mouth agape. His carefully built career aspirations, the future he'd meticulously planned, seemed to wobble like a poorly stacked Jenga tower. The cheerful chatter of the cafeteria faded into a dull roar in his ears. He gripped the edge of the table, as if to anchor himself to reality.

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