It was as if the ground had fallen from beneath her feet. Clara, a sculptor, gasped, her hand flying to her mouth. A visitor, admiring her latest exhibition, had her most controversial work, "The Broken Dove," permanently affixed to his shoulder.

A wave of heat flushed through her, making her lightheaded. She fumbled for the nearest chair, her legs threatening to buckle. The man smiled at her, unaware of the internal turmoil he had unleashed.

She gripped the chair’s armrests, her knuckles white. Her mind raced, a cacophony of thoughts she couldn’t sort through.

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