"Can you believe it?" Liam exclaimed, waving the acceptance letter in front of his roommate, Ben. Ben, who had always been the pragmatist, looked at the letter with an unreadable expression. Liam was elated. The "Bright Futures" grant, enough to cover his entire first year, was a lifesaver.

He’d almost started to believe his academic performance wouldn’t measure up to his financial needs. Now, though, the joy had turned a little sour. He'd noticed the lack of specifics in the acceptance letter. It seemed almost generic, lacking any personal touches.

Ben nodded slowly, then pointed out, “Did you see the other students who applied?” Liam had a sinking feeling in his stomach. He wasn’t as sure now. He wondered if this was as good as it seemed.

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