The request had been whispered, not announced. "Maybe, dear, a few words?" her mother had suggested, her voice soft but insistent. For Martha, it was a sudden thing, a bolt from the blue, to be asked to speak. She almost choked on her morning coffee.

She’d spent the weeks leading up to the party oscillating between acceptance and dread. She’d practiced in front of the mirror, her words sounding stilted and unnatural. She’d envisioned everything from tripping on the way to the stage to forgetting her own name.

The banquet hall, bathed in the warm glow of the chandeliers, seemed to amplify her anxiety. Her jaw clenched. Each friendly face seemed to be staring directly at her, waiting. As she walked to the stage, her legs felt like lead.

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