From his perch in the old oak tree in the backyard, Daniel watched the men in hard hats swarming like ants. They were marking the house, measuring, preparing. He wasn't going to let them.

He'd spent his childhood in that tree. He felt connected to this place, it was a part of him. He planned to stay put, nestled amongst the leaves. He would be a silent observer, a living obstacle.

He spat, aiming at the shiny helmet of a foreman. A small gesture, perhaps, but it felt like a victory. They could tear down the house, but they couldn't take away the 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