From his vantage point behind the curtain, David watched as Mr. Finch, the man who always waved with a friendly, gap-toothed grin, pulled up in a stretch limousine. The vehicle, a glittering black behemoth, swallowed Mr. Finch whole before smoothly gliding away. David's chest felt tight. He'd always thought Mr. Finch was a retired librarian, living on a modest pension. The image of the kindly librarian now replaced by a wealthy individual. He leaned against the wall, his head spinning. He felt a sudden, inexplicable need to sit down.

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