The announcement echoed in the sterile conference room. John’s name. And then, surprisingly, Marie’s. He felt a constriction in his chest. Marie, who always seemed to coast by, her bubbly personality masking a noticeable lack of ambition, was on the shortlist.

He stared at the table, his usual confidence evaporating. A cold sweat prickled his forehead. He usually thrived in these situations, but now? He felt a hollowness, a sense of disconnect.

He found himself biting the inside of his cheek, a nervous habit he hadn't indulged in years.

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