Rain lashed against the overflowing bins as Elara, hunched against the biting wind, reached for the errant piece of cardboard. Her fingers brushed something slick and yielding. A wallet. She pulled it free, the weight of it in her hand odd. She peeked inside. Bundles of crisp notes stared back, so much money she felt a sudden, dizzying lightness in her head. Her jaw dropped. She quickly looked around, as if expecting someone to materialize and snatch it away. “Well, I never,” she breathed, the words barely audible over the gale.

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