The email arrived late on a Friday evening, nestled amongst the usual junk and departmental newsletters. Maya, already in her pajamas, was about to settle in for a night of Netflix. Instead, she sat bolt upright in bed, heart racing. She had to reread the message three times to be sure she wasn't misinterpreting.

A cold wave washed over her, and she wrapped her arms around herself, as if trying to ward off the chill. She felt disoriented, her mind reeling. Her carefully laid plans for the next year felt suddenly tenuous, the foundation crumbling beneath them. She switched off her laptop, the screen reflecting her wide, pale face.

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