"Going condo," Michael muttered, the words tasting like ash in his mouth. He'd loved this apartment building. It was a haven, a place of quiet solitude, a refuge from the chaos of the world. Now, it was a battleground.

He walked to the window and looked down at the street below. He smiled grimly. He would be difficult. He would be the problem tenant. He would find any minor infraction, any loophole, any opportunity to make their lives miserable.

He started keeping records of every small issue. He started researching every building code violation. They wanted to play hardball? So would he.

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