The listing's description was sickeningly upbeat, full of phrases like "move-in ready" and "immaculate condition." Mark felt a rising tide of anger, a fierce resistance to the sanitization of his past. The house, a repository of joy and sorrow, was being reduced to mere property.

He slammed his fist on his desk, scattering papers everywhere. He would *not* be erased. He would *not* let them forget.

He drove there, the familiar streets leading him back to a place he'd sworn he’d never see again. He parked down the street, the car's engine idling. He had no plan, no purpose, other than to bear witness.

He watched the prospective buyers, their voices echoing on the wind, their laughter a discordant note against the backdrop of his memories.

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