Thomas slammed the rejection letter onto the kitchen table, the flimsy paper slapping against the oak. His carefully brewed coffee sloshed over the rim of his mug, staining the tablecloth. He stared, unblinking, at the words, the familiar font now seeming accusatory. His stomach twisted into a knot, a physical manifestation of the blow. He ran a hand through his already disheveled hair, muttering under his breath. He’d envisioned the cover, the launch party, the reviews. None of that, apparently.

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