The air was thick with the scent of old books and dried flowers as James explored his grandmother’s house. He was tasked with packing the remaining items. He found a document hidden within a hollowed-out book. A letter, typed on an old typewriter.

He felt a pressure in his chest. His grandmother was the calmest woman he knew. He knew nothing of any other life. The resignation letter, from a job he'd always assumed she'd relished, was a shock.

James ran a hand through his hair. He stared at the date, at the signature. The person he thought he knew… a veil had been lifted, showing a hidden world he never knew existed.

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