Liam stared at the laptop screen, his heart hammering against his ribs. The rejection letter was cold and clinical, listing the reasons why he hadn’t been selected. His carefully constructed plans, the hours spent on the application, seemed to evaporate. He felt a hollowness in his chest, a vacuum where excitement had resided just moments ago.

He slammed the laptop shut, the sudden action startling him. He ran a hand over his face, feeling the stubble on his chin. He had been so certain. He imagined all the things the money would have done for him. He thought of his mother, the relief on her face when he'd told her about the application. The thought of telling her felt impossible.

He got up from his chair, pacing the small confines of his room. He needed air. He flung open the window, gulping down the cool evening breeze.

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