"Perfect opportunity," my friend Maria had declared, over a shared pizza. "We're going to nail this!" The "this" was the editorial assistant position at "Word Weaver Publishing." I remained on the fence. I said I was excited, but inside I was braced for impact.

The email landed with a thud. Interview invitations. I clicked the link, reading it slowly, trying to find a catch. It all seemed so… convenient. I texted Maria.

Later, as Maria was happily chatting about potential interview answers, I kept quiet. My gut, as usual, gave me cause for pause.

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