The morning sun, usually a cheerful companion, now felt like a spotlight on his exposed vulnerability. David stared at the empty space where his beat-up sedan had been parked. The asphalt was pristine, the only evidence of its recent presence the faint, lingering oil stain he always meant to clean. His jaw hung slack. He felt his pulse quicken.

He blinked, then rubbed his eyes as if that would magically bring the car back. Surely, this was some kind of mistake. He glanced at the house, then back at the street. Nothing. He took a tentative step towards the curb, then another, a growing disbelief blooming in his chest.

“What in the…" he mumbled, the rest of the sentence dissolving on his tongue. He started pacing, back and forth, the early morning chill now doing nothing to cool the flush creeping up his neck.

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