Michael stared at the notice posted on the student union bulletin board. His jaw dropped. A wave of heat washed over him, causing the back of his neck to prickle with sweat. He leaned closer, squinting at the bold lettering, as if closer inspection would somehow change the reality of it. The words, *Financial Instability - College Closure*, swam before his eyes. He stumbled back, bumping into a group of laughing students, who turned to him with curious expressions.

He mumbled an apology, but their faces were already blurring. His entire world felt like it was tilting on its axis. He couldn’t process it. He thought of his parents’ sacrifices, the loans he was taking out. A tightness constricted his chest, making it difficult to breathe. He needed to sit down, right now.

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