"Blasphemy," muttered Jean-Pierre, his French accent thick with disbelief. He tapped the review with a trembling finger. He'd served kings and queens, but this… this was worse than a bad review, this was a personal affront. The critic had lambasted his bouillabaisse as "fishy sludge." His face flushed.

He flung the paper across the kitchen, where it landed near a pot of simmering stock. A cold sweat broke out across his brow. He didn’t know what to do. His hands shook as he reached for a glass of water, his hand missing the glass and spilling onto the pristine white tablecloth. He never made mistakes.

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