The rented tuxedo chafed under David’s arms. He kept pulling at the collar, convinced it was suffocating him. His father, the guest of honor, was beaming, radiating a happiness that felt… alien. David wasn't sure if he should feel happy for him.

He surveyed the scene: the buffet line, the open bar, the generic decorations. He felt a nagging sensation, an internal resistance to all the festivity. He couldn't help but notice the forced smiles of the well-wishers, the exaggerated praise.

He caught his own reflection in a window, his face a mask of polite indifference. He was glad to have prepared a script beforehand. He felt like he was delivering lines from a movie he didn’t want to be in.

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