The musty smell of the basement always made David want to sneeze. He held his breath as he rummaged through a box labeled "Miscellany." Inside, tucked away in a plastic sleeve, was a single sheet of paper. He squinted at the familiar handwriting: his father’s. The title: "Resignation – City Council (Draft)." He nearly dropped the box.

He re-read the words, a burning heat rising in his cheeks. His father, the pillar of the community, the man who’d dedicated his life to local politics…had wanted to *quit*? The letter detailed conflicts of interest, backroom dealings he'd never imagined. He felt like he’d stepped into a parallel universe. His legs felt weak.

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