The email shimmered on her screen, the words refusing to solidify. After five years in Accounts Receivable, she was being moved. Marketing. Her mouth fell slightly open, a silent "what?". Her fingers, still poised over the keyboard, remained motionless. The fluorescent lights of her cubicle seemed to intensify, the hum of the air conditioning suddenly louder. She reread the message, the crisp font mocking her. Marketing? *Me*? She pushed back from her desk, the squeak of the chair echoing in the sudden quiet of the office.

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