He’d gone to the wrong door. He'd been delivering pizzas, and had accidentally knocked on the wrong house. When the door opened, he looked directly at a collection of priceless antiquities. A gasp escaped his lips. The place was more of a museum.

He stepped back, stammering an apology. The man who opened the door, Mr. Abernathy, looked at him strangely, but just smiled and took the pizzas.

Back in his car, he was in a daze. He felt a profound sense of bewilderment. He'd lived next to the guy for five years and never knew. He gripped the steering wheel, his knuckles white. He didn’t think he’d ever be able to look at his neighbor the same way again.

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