The attic was a labyrinth of shadows and dust motes. Claire, flashlight beam cutting a swathe through the gloom, made her way through the maze of forgotten belongings. She was on a mission.

She tripped over something. She bent down to see what it was, pushing aside a collection of old books. A small, wooden chest was half-buried in the dust. The lock was broken. Inside, she found a collection of letters. They were all written to the same person.

She flipped through a few, her eyes scanning the familiar handwriting. Her chest felt constricted. She didn't know these people, and yet, she felt an odd connection to them.

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