He picked up the wallet from the dusty park bench, a sense of grim satisfaction settling over him. He knew he should turn it in, that was what "good" people did. But what had "good" ever done for him? He'd always followed the rules, played by the book, and where had it gotten him?

He shoved the wallet in his back pocket, and started to walk, the click of his shoes on the pavement the only sound. He took a long drag of his cigarette, exhaling a plume of smoke into the gray afternoon. Not today, he thought. Not ever again.

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