The news arrived via a phone call, a chipper voice on the other end proclaiming his essay, “The Geometry of Grief,” a masterpiece. He stood in his kitchen, frozen, the phone clutched tightly in his hand. He’d written that essay after a particularly brutal breakup. He didn’t want to relive it.

He sat down heavily on a chair, feeling the blood drain from his face. They were talking about it in hushed tones, how profound and beautiful it was. He tried to speak, but his throat felt constricted. He felt an intense desire to argue, to disagree, to run.

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