He stared, dumbfounded. The woman in the classroom, her dark hair pulled back in a neat bun, was Miss Abernathy. Years melted away, and he was once more in her high school English class, suffering through Shakespeare.

His shoulders slumped. A strange pressure built behind his eyes, like a migraine was coming on. He felt his pulse quicken. All he could focus on were the old tests, the critical analyses, the essays he’d struggled to write.

He swallowed hard, unable to meet her gaze. He felt a peculiar ache in his chest, a sense of dread. He wanted to escape, to rewind time, to erase this whole encounter. He felt rooted to the spot, paralyzed by the sight of her.

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