The letter arrived via snail mail, a formal invitation to the retirement celebration for her father. It was the last line of the attached note that made her pause. "We'd love it if you'd say a few words." Her jaw went slack. The request, coming so out of left field, left her speechless.

She felt a strange tingling in her extremities. It seemed like the party invitations, and the idea of speaking, had come out of nowhere. She had always been content to blend into the background. Now she was being asked to step into the limelight.

The weeks leading up to the party were filled with a low-grade anxiety. She tossed and turned at night, practicing her speech in her head. She knew she had to face her fears.

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