The news felt like a physical blow. Emily, a woman of science and logic, found herself adrift in a sea of emotion. She sat at her kitchen table, the test results clutched in her hand like a lifeline. *No biological parents found*.

The room spun. She felt a sharp, sudden pain in her chest. The bright afternoon sun, streaming through the window, seemed to mock her with its normalcy. She leaned forward, resting her forehead on the cold, wooden surface of the table.

She picked up her mug of tea, intending to take a sip, but her hand shook too much. The warmth of the cup did nothing to calm the frigid fear that washed over her.

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