The lawyer's words, still echoing in his head, had left a bitter taste on his tongue. Now, David held the list: "Build a treehouse." His father, the man who always prioritized work over play, had dreamed of building a treehouse? A surge of something hard and insistent erupted inside him.

He slammed the list down on the workbench and grabbed a hammer. He wasn't going to spend his life in a sterile office, like his father had. He was going to create something tangible, something that existed. He would ignore the voices in his head, his own pragmatic worries. He was going to build a goddamn treehouse, and he was going to enjoy 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