The sound of sawing drifted in through the open window. It was the Millers, again, “re-doing the deck.” John leaned back in his chair, staring at the ceiling.

They had been chattering about it for weeks, full of plans for barbecues and outdoor entertaining. He knew this would not go the way the Millers envisioned.

He closed his eyes, his jaw tight. He knew this would take months. He’d seen this movie before. He already knew how it ended. The deck would remain unfinished, and the whole affair would be a colossal waste of time. He already felt the familiar tightening in his chest.

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