The bitter taste of coffee did nothing to soothe David’s mounting irritation. He scanned the terminal, his eyes narrowed. "Delayed." The word appeared on the screen, a digital slap in the face. His new job interview. He had pinned all his hopes on this role. He was almost certain this was not random chance.

He leaned against a wall, crossing his arms. The polite apologies from the airline staff held no weight. He didn’t buy into the notion of uncontrollable circumstances, or bad luck. He found it too easy to believe in incompetence.

He knew what they would say to him when he finally arrived. Excuses. He would hear excuses. He would be expected to simply accept.

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