The appraisal document confirmed it. Ms. Evans, who had been such a good sport in the neighborhood watch, and who always wore the same cardigan, possessed a significant art collection. He stared at the valuation, the numbers swimming before his eyes. He felt a profound sense of disorientation.

He remembered her simple, almost dowdy appearance, the way she carefully watered her petunias, the modest little car she drove. He had always pitied her, secretly.

He ran a hand over his face. He felt like he’d been tricked. Fooled. He needed some air, and quickly. He wanted to sit down, to process this.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255