The coffee mug almost slipped from Leo’s grip. He reread the headline: "Local Author's Diary Reveals Embarrassing Teenage Secrets." His name was right there, in bold, followed by a link to a website he’d never seen before. A cold dread seeped into his bones. He slammed the laptop shut, then immediately reopened it, as if trying to change the reality unfolding on the screen. His heart hammered against his ribs like a trapped bird.

His breath hitched as he scrolled through the online article, each entry a knife twist to his gut. He recognized the chicken-scratch handwriting, the awkward poetry, the melodramatic descriptions of his crush, Bethany. His face flushed with heat. He ran a hand through his hair, mussing it further. He had to make it stop.

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