The appraisal came in the mail. Liam, a real estate agent, was tasked with valuing the house next door. Mrs. Rodriguez's house. The one with the chipped paint and the perpetually overgrown lawn. He opened the file, and his pulse quickened. He hadn't expected this.

Inside were details of an art collection that would make any museum curator jealous. He scrolled through pictures of a Renoir, a Monet, and a Picasso. He had to reread the document. His mouth fell open. He knew nothing about her, or her life, beyond the surface.

He leaned back in his chair, feeling a strange mix of disbelief and fascination. All those years, he had judged a book by its cover. A wave of regret washed over him. He felt as though he’d missed something important.

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