The exhibit was a carnival of misplaced aesthetics. Finn’s street photography, usually relegated to a hidden website, was now plastered across a billboard in the middle of a busy square. He crossed his arms, staring. A knot formed in his gut.

He watched as people passed by, barely glancing at the images. The photographs, which he considered a form of self-expression, looked like an advertisement. He felt a sting of resentment as he saw his work being used for reasons unknown to him.

He was filled with the urge to take the billboard down, to tear it down with his own hands. The urge felt primal, but instead, he walked away. He had to sort this out.

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