"This must be a joke," I muttered to myself, staring at the letter. The postmark was from my hometown, a place I hadn't visited since leaving after the disastrous school play. The return address read, "Michael Davis." He was the one who had spread the rumors, ruined my chance at the lead role, and humiliated me in front of the entire school.

I felt a sudden, sharp ache in my jaw. I reread the envelope, then the apology itself, over and over again. My chest felt constricted. The words flowed over me and they felt… real. I pushed myself from my chair and went to the window, staring out at the rain. I felt a strange heat building in my eyes.

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