Liam was in the middle of a particularly boring lecture when a notification popped up on his phone. It was an email, a generic newsletter from his alma mater. Curiosity piqued, he clicked it open. He scanned the subject line: “Inspiring Admissions Essays.” His heart gave a little thump, a sudden, erratic beat. He scrolled down, seeing his name beneath the heading: “A Journey of Discovery Through Baking.”

His fingers tightened around his phone, his knuckles turning white. He felt a peculiar tightening in his chest. A coldness settled in his stomach. He wasn’t sure how to feel. He reread the subject line. And again. His cheeks began to burn.

He looked around the room, acutely aware of the other students, of their presence. He felt exposed, as if the essay itself had become a spotlight aimed directly at him. He closed the laptop.

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