“Are you sure about this, honey?” his wife had asked, her voice laced with worry. He’d known, of course, that she wouldn’t like the history of the house. He saw it as a challenge. Now, he stood in the kitchen, feeling a strange mix of…exhilaration and anxiety.

The previous owner had been, it turned out, a real criminal. The house, a nexus of dark deeds. He picked up a can of paint, ready to make his mark.

The house had seen a lot. He would see to it, it would get a fresh start. He would fill the space with new memories. He would not let the past overshadow his future.

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