The notification blinked: "Mr. Henderson started following you." Liam stared at his phone, the screen reflecting his own slack-jawed expression. He’d meticulously curated his Instagram feed – a blend of skateboarding videos, concert photos, and the occasional witty meme. He never imagined Mr. Henderson, his history teacher, would even glance at it, let alone actively choose to view it. He quickly scrolled through Mr. Henderson’s profile; a single, grainy photo of a mountain. A wave of heat washed over Liam’s face, prickling his skin. He felt a sudden, inexplicable urge to delete everything.

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