The email notification pinged, and Ms. Eleanor leaned back in her chair. Another student complaining about a grade? She sighed, preparing for another round of frustrating messages. She clicked on the email. The subject line read "Thank You." Her fingers, hovering over the delete button, paused.

The message was lengthy and filled with heartfelt words. The sender was a former student, David, who she had tutored in math. He went on to describe how her guidance had helped him land his dream job. She felt a lightness in her chest.

She blinked back tears. It was an overwhelming feeling, something she wasn't used to.

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