The silence of the apartment pressed in on Leo. His father's things lay scattered around him, a poignant reminder of his absence. He picked up a worn leather journal, its cover etched with the initials "D.C." He hesitated, then opened it. A wave of dizziness washed over him as he read the first entry: "Go to Burning Man."

Leo’s eyebrows shot up. His father, the man who never missed a board meeting, the one who meticulously ironed his shirts… Burning Man? The contradiction was… jarring.

He flipped through the pages, each entry a fresh blow to his understanding. “Learn to play the drums.” “Travel the Silk Road.” “Fall in love again.” He felt a strange flutter in his stomach, a mixture of amusement and something else, something deeper that he couldn't quite grasp. His father's life had clearly been more dynamic than he'd ever imagined.

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