He knew the whispers. He heard them in the grocery store, at the post office. "Living in *that* house?" He, however, was done with the whispers. He was done with being told what to do. Now, he sat in the dimly lit living room, the flickering fireplace casting long shadows on the walls. He felt a cool calm settle over him, a thrill coursing through his veins.

The old police reports, detailing the gruesome crime, lay open on the coffee table. He would ignore the advice of the neighbors and embrace the history. He would not be afraid.

He picked up a rusty old poker. He would not let the house intimidate him. He would not let the past dictate his present. He would make this house his own. He would change its narrative.

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