The lawyer’s office was cold, the air conditioning cranked to an arctic blast. Alex, stiff with grief, was sifting through his mother's belongings, following the instructions in her will. He expected bills, bank statements, perhaps some jewelry. He was not prepared to find a meticulously organized filing cabinet.

Each drawer, labeled with precise penmanship, contained a grade, a year, and the contents. Inside were graded papers, essays, even participation awards. He stood, frozen, staring at a particularly awful report card, his own name scrawled across the top in his mother's meticulous script. The world seemed to tilt on its axis. He couldn’t process.

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