From his porch, Arthur observed the commotion across the street with a pursed lip. The Bennetts were finally “re-doing the roof.” He knew what that meant: weeks of disruption, mountains of debris, and the constant, grating sound of hammering.

He tapped his cane on the porch step, a slow, deliberate rhythm mirroring his thoughts. They had been talking about this for months, of course, their enthusiasm palpable. He’d seen plenty of these projects come and go, with the inevitable delays and unexpected expenses.

He shook his head and went back inside, muttering about the “good old days” when things were simpler. He had a feeling this "roof redo" would be anything but simple.

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