The world tilted on its axis. Sarah blinked, trying to clear the haze that had clouded her vision. Professor Chen's pronouncements bounced off her, their meaning obscured by a thick fog of disbelief. The words, "identical to another source," crashed over her like a rogue wave. She sat frozen, every muscle seizing.

Her breath came in shallow gasps. She clutched the sleeve of her sweater, pulling it over her hand and twisting the fabric. Her carefully constructed argument, the meticulous research she'd undertaken, dissolved before her eyes. The room swam, the faces of her peers blurred into a sea of judgment.

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