Liam stared at the email, the subject line screaming “CONGRATULATIONS!” He ran a hand through his already messy hair, a nervous tic. His old college essay, about his disastrous attempt to build a birdhouse, was now apparently a shining example of something. He’d written it fueled by lukewarm coffee and teenage angst. Now, it was… what? He opened the attachment, the pdf file appearing crisp and official.

He skimmed the introduction, the editors gushing about its "unique voice" and "powerful narrative." He shifted in his seat, his jaw working as if chewing something unpleasant. *Unique voice?* He reread the beginning, the awkward sentences, the clumsy metaphors. He’d barely passed freshman English. He felt a rising wave of… something. Disbelief? Resentment? He wasn't sure. His fingers drummed a rapid staccato against his desk.

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