Her palms were slick, and she surreptitiously wiped them on her silk skirt. The microphone felt heavy in her hand, the weight a stark contrast to the lighthearted music still playing in the background. It had been her mother's request, this speech. She hadn't been prepared, not in the slightest. She glanced at her father, beaming, his eyes crinkling at the corners. The man who'd spent his life in a lab, meticulously studying cells, was now, unbelievably, ready to embrace leisure. A wave of disbelief washed over her, making her breath catch.

She cleared her throat, the sound magnified in the silent ballroom. The faces, once a blur, sharpened into individual expressions of expectation. "Well," she began, her voice a little too high, a tremble she couldn't suppress.

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