He found the listing during his lunch break, the thumbnail photo of the house—his childhood house—jarringly cheerful. “Move-in ready!” the ad blared. He scoffed, the sound sharp and humorless. Ready for what? To be filled with someone else’s memories? Someone else’s laughter?

He clicked on the virtual tour. His heart thudded a heavy rhythm against his ribs as he scrolled through the perfectly staged rooms. He felt a sudden, almost uncontrollable urge to disrupt this pristine facade, to leave his own mark, a testament to his claim on the space.

He skipped lunch. He drove straight to the old neighborhood, parking down the street where the new owners wouldn’t see him. He lit a cigarette, the smoke curling up into the air, a silent protest against the glossy perfection of the virtual reality he'd just witnessed.

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