The coffee shop buzzed with the usual Saturday morning chaos. He stood, frozen, by the counter, clutching his untouched latte. Across the room, a familiar face was engaged in animated conversation, gesturing with a pen. It was Mark, the bane of his high school existence. The guy who orchestrated the epic prank involving the fire alarm and his locker contents.

Mark, the therapist. He watched him, his mind reeling. The memory of the humiliation, the sheer cruelty, felt fresh. He felt the blood drain from his face, leaving him feeling lightheaded. He wanted to shout, to confront him, to demand an explanation for the unexpected turn of events. But instead, he took a shaky step back, unsure of what to do next.

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