The email sat in Amelia’s inbox, a stark white rectangle against the gentle blue of her screen. It wasn't the publisher, as she'd initially thought. It was a link to a blog post, a post that had her name in the title, and the name of her idol, the acclaimed novelist, Julian Finch. Her fingers trembled as she clicked.

Her breath hitched. Paragraph after paragraph, she saw it: her words, her stories, lifted wholesale. A coldness spread through her, starting at her toes and creeping up to her chest. She scrolled faster, then slower, forcing herself to read each stolen sentence. The room began to spin.

Amelia leaned back in her chair, the sudden movement causing the monitor to jiggle precariously. She blinked furiously, as though that might make it disappear. Her hand rose to her mouth, covering a gasp that she didn't realize she was about to let out. The world felt muffled, distant.

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