The concert was deafening, the crowd a heaving mass of bodies. She’d spotted him across the throng, the familiar curve of his jaw instantly recognizable. “David!” she yelled, trying to pierce through the music. He turned, his eyes searching. He looked blank for a moment, then shrugged, mouthing something she couldn’t understand. She watched as his features shifted into polite indifference.

She fought her way through the pushing crowd, adrenaline coursing through her veins. When she finally reached him, she shouted over the music, “David, it’s me, Olivia! From camp? The talent show? We won!” He just stared at her, his expression a polite question mark.

He shook his head, cupping his ear. “Sorry, can’t hear. And… I don’t think I know you.” The music seemed to crash over her, a physical assault. She stumbled backward, the ground feeling unstable beneath her feet.

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