The clatter of the keys on the countertop was deafening. Emily dropped them. She'd just seen Mrs. Rodriguez, the woman who volunteered at the library and always seemed to be struggling financially, step out of a chauffeur-driven Rolls Royce. Emily watched, feeling a wave of heat rush to her face. She picked up the keys, her fingers fumbling with the lock. She’d always offered Mrs. Rodriguez rides to the market, thinking she was being helpful. Now, the gesture felt foolish, almost embarrassing.

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