The digital statement popped up on Charles's laptop, a neon green message from his wife's secret email account. He never would have looked, but a misplaced Post-it note, a careless oversight. The account balance made his jaw drop. He'd always managed their investments. He’d always believed she was financially naive.

He started a new social media profile and began to follow influencers with luxury travel lifestyles. Then he booked a vacation to Bali for himself, under a pseudonym. He made the reservation for next week.

He didn't bother to tell her. He wouldn’t warn her. Let her figure it out herself. He tossed the laptop onto the couch, grabbed his keys and a beer, and went out the door. The fresh air felt invigorating on his skin.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385