He knew his neighbor, Mr. Chen, was a retired engineer. He drove a modest sedan and always wore the same tweed jacket. Then, he heard about the art collection. A substantial one, apparently, filled with masterpieces.

His mind reeled. He’d often helped Mr. Chen carry groceries, the man always pleasant, always modest. The disconnect between this carefully constructed image and the reality of his wealth left him feeling confused.

He pictured Mr. Chen's face, trying to reconcile the image of the unassuming neighbor with the thought of his secret life. A feeling of distrust settled over him.

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