The server’s words hung in the air, heavy and blunt as a physical blow. “I’m sorry, but we’re closing at the end of the month.” The words felt like a direct hit. He’d just ordered his favourite dish – chicken parmigiana. His fork froze mid-air. He looked around the bustling, lively restaurant, suddenly seeing it through a different lens. He felt a sudden, unwelcome wave of sadness. The cheerful chatter of the other patrons seemed distant, unreal. The taste of the wine on his tongue had turned sour.

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