The press release arrived, trumpeting Sarah’s debut novel, “Whispers in the Wind.” The email congratulated her, but the name attached was not hers. A deep breath escaped her lips. That wasn’t her book. It was her brother’s.

She scrolled through the attached document, the title mocking her. She knew the manuscript like the back of her hand, having spent countless hours critiquing it, helping him hone it. The plot, the dialogue, the pacing… all familiar. All of her brother's. All attributed to her.

Sarah leaned back in her chair, the leather creaking under her weight. The blood seemed to drain from her face. This had to be a mistake. She would make certain this mistake was corrected.

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