He knew this was coming. He felt it in the building's shifting atmosphere, the hushed conversations in the lobby, the subtle tightening of the management's tone. But seeing the notice, that felt like a slap in the face.

He ignored their phone calls. He ignored their emails. He ignored the polite inquiries from the real estate agents. He would not make it easy for them.

He would turn down the heat. He’d leave the lights on. He'd refuse to pick up any phone calls, and he’d refuse to acknowledge their existence. They wanted him gone? They'd have to work for it.

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