He was halfway through his usual Saturday morning coffee at his kitchen table, scrolling through newsfeeds, when the headline flashed: "The Golden Spoon to Shut Down." He choked, spluttering coffee onto his already stained shirt. His eyes widened, scanning the rest of the short article. He knew the owner, Mrs. Gable, personally. He'd been coming to the Golden Spoon since he was a kid. He felt a peculiar pressure in his head, a dull ache that seemed to worsen with each paragraph he read. His carefully constructed morning routine felt fractured, broken.

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