Liam stared at the university registrar, his jaw slack. The woman’s voice droned on about a clerical error, a mix-up of names. He rubbed a hand over his face, feeling the rough stubble against his skin. His stomach clenched.

His scholarship? Swapped. Given to… someone else? He’d poured over applications, written essays, sacrificed his nights for this. He felt a cold prickle, like ice spreading through his veins.

He swallowed hard, trying to keep his voice steady. "But... but I..." He couldn't finish the sentence. His carefully constructed future, the one he had spent so long building, seemed to dissolve before his eyes.

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