"Are you sure this is a good idea, Leo?" Mark asked, adjusting the knot of his tie for the tenth time. His voice was laced with a certain wariness. He’d known Alex for years, and Alex’s flamboyant pronouncements usually came with a hidden layer. This time, it was a casino-themed bash, the same night as Mark’s low-key board game night with a group of old college friends.

The venue, a gaudy ballroom, felt suffocating. Mark surveyed the room, his gaze darting across the elaborate decorations. The glittering chandeliers and the flashing lights of the makeshift casino tables seemed designed to overwhelm. He ran a hand through his hair, the slickness of the gel suddenly irritating. He suspected the opulent display was intended to distract from something.

Alex clapped him on the back, a little too loud. "Relax, pal! It's going to be epic!" His forced joviality didn't quite reach his eyes, and Mark had the uneasy feeling he was being set up. He tried to smile back but felt the corners of his mouth betray 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