He’d waited years for this moment. For the new Cormac Riley book. Finn had pre-ordered the hardcover, and as he started reading, his grip tightened around the book. The words… They were his words. Or, close enough.

He felt the blood drain from his face, leaving him feeling hollow. He gripped the book tighter, knuckles white. His pulse hammered against his temples. He read the next few pages, then skipped ahead, his heart thudding in his chest like a trapped bird.

Finn slammed the book shut, the sound echoing in his otherwise quiet apartment. He stumbled to the window, needing air, needing anything to make the churning in his stomach subside. Outside, the world seemed to continue on, oblivious to the fact that his universe had just imploded.

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