Thomas stared at the headline: "Beloved Author Accused of Plagiarism." Beneath it, a picture of Elias Thorne, his literary hero, and a series of side-by-side comparisons. Thomas felt a cold dread creep up his spine. He'd pre-ordered Thorne's new book, "Shadows of the Past," and had been eagerly awaiting its arrival.

He clicked on the article, his heart pounding a furious tattoo against his ribs. The evidence was damning. Sections of Thorne's novel, almost word for word, matched excerpts from a collection of online fan fiction. He felt his jaw drop. His fingers flew across his keyboard, frantically searching for any possible refutation.

He sank back in his chair, suddenly exhausted. The vibrant poster of Thorne, signed and framed, on his wall, seemed to mock him. The world tilted slightly. The man he’d built an entire worldview around, the man whose words had comforted him through loneliness, had… stolen.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219