He stared at the screen, the cursor blinking mockingly. "We regret to inform..." The phrase echoed in Liam’s head. He knew the statistics, knew the chances. He’d prepared himself for disappointment, or so he thought. He leaned back in his chair, the cheap plastic creaking in protest. He’d sacrificed everything for this. Every weekend job, every late-night study session, all of it aimed at getting him out of his current predicament. He’d expected at least a paragraph, some hint of why. Instead, a generic brush-off. He felt a deep, slow burn of resentment building in his gut.

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