The surveyor's stakes, marking the proposed fence line, seemed to scream, mocking his freedom, his aesthetic. He’d always prided himself on his open, flowing garden, a space free from boundaries. Now, this intrusion.

He started hauling rocks from the back of the property, carefully placing them, creating a border, but not a barrier. He would not cooperate. He would not give him the satisfaction.

Later, he saw his neighbor, Mr. Harrison, staring at his work. The man's face, usually amiable, was a picture of consternation. Good.

He finished arranging his rocks, then turned, meeting his neighbor's gaze with a steady, unyielding stare.

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