The vibrant colors of the bookstore suddenly seemed garish, the smells of paper and ink, nauseating. James stared at the cover of the new Alistair Davies novel, the author he’d followed since his teens. His stomach lurched.

He clutched the email on his phone, the link to the damning blog post. Paragraph after paragraph, he saw it. His plot points. His characters' names. His jokes. It was all there.

He felt the blood rush to his head, then recede, leaving him lightheaded. He looked around the store, feeling exposed, vulnerable. His gaze locked with the cover, the portrait of Davies looking confident. Was this how he felt? James wanted to scream, to lash out.

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