Sarah stared at the flashing lights of the emergency room. Her best friend, Emily, had been rushed in after a "minor accident" at her workplace – a "high-powered legal firm," as she'd always said. Sarah waited, anxiety gnawing at her insides.

The doctor finally emerged, his face grim. "Ms. Miller is lucky to be alive. She was… well, she was working as a deep-cover operative, posing as a paralegal." Sarah's breath hitched. She felt a wave of dizziness. Emily, who had always struggled to pay rent, who always talked about hating her job… a spy? The world tilted on its axis.

She saw Emily, sitting up in a hospital bed, looking pale, but smiling weakly. "Hey," Emily said. "It's… complicated."

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219