He sat frozen, the phone still clutched to his ear. His sister, Emily, the free spirit who'd always scoffed at sentimentality, was selling the Victorian locket. The locket had held their mother's picture.

A sudden, sharp pain lanced through his temples. He could feel his heart hammering against his ribs. His hands were shaking so badly that he could barely hold the phone. He hadn't expected this. Not from Emily.

"I need the money," her voice, usually light, was flat. The room began to spin. He needed to sit down.

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