The notification, nestled amongst the other spam in Clara’s inbox, read: "Your Essay: A Study in Black and White, Now Published!" Clara sighed, a long, drawn-out sound of pure exasperation. This was about the worst thing that could have happened. That essay was nothing more than a desperate attempt to sound insightful, written after a particularly bad breakup. She opened the email.

Her reflection in the darkened screen showed a face twisted with a complicated mix of irritation and… something else. She scrolled through the article. The comments section was already buzzing with praise. Someone called it “profound.” Clara wanted to scream. She had no idea how it had even been selected. The whole situation felt fundamentally… wrong. She felt a burning sensation in her cheeks.

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