He’d always hated the rich. Now, this… this was a personal insult. At the gala, he saw it. His minimalist cityscape, adorning the millionaire’s wrist, a symbol of everything he despised.

He walked over, his eyes narrowed.

“That’s… my design,” he said, his voice flat.

The man preened, oblivious. “It’s art! It costs a fortune.”

He would paint the city again. Bigger. And this time, he'd add shadows. He would flood the streets with them.

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