The professor’s words echoed in Ethan’s ears, each syllable a hammer blow. He sat frozen in place, the implication of the accusation slowly sinking in. He ran a hand over his face. The heat rose in his cheeks.

He recalled working on the paper, the late nights, the countless revisions. He’d been incredibly diligent, striving to make sure everything was perfect. The idea that this could have happened… it just didn’t add up.

He closed his eyes for a moment, trying to regain his composure. He opened his mouth, but nothing came out at first. Finally, he spoke, his voice hoarse. “I don't understand,” he said.

Emotion: skeptical

Cluster: Suspicion / Vigilance
PC1 (Valence): -0.02 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.468
que0.396
la0.346
a0.333
🧐0.327
Suppressed:
再び-0.304
终于-0.299
再次-0.270
終於-0.263
momentarily-0.255