The news had been delivered with a practiced air of solemnity. “There was a…previous event.” Sarah, though, was not a woman easily swayed. She’d always been a contrarian, a rebel, and this house, with its shadowed reputation, only fueled her. A slow burn of…excitement simmered within her.

The house was a mess. The previous owners left it in shambles. She surveyed the chaos, the peeling paint, the broken windows.

She would fix it. She would renovate it. She would paint it. She would erase its history through hard work and her strong will. She did not fear this house; she was the master of her domain.

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