The panel was made up of stern faces and crisp suits, and their questions were cutting. Maya kept her gaze fixed on the mahogany table, refusing to give them the satisfaction of seeing her falter. The room felt cold, the air thick with judgment.

“Can you explain these identical passages?” the lead judge asked, his voice smooth and precise.

Maya took a slow, deliberate breath, the air barely filling her lungs. Her fingers curled into her palms. She wouldn’t offer an explanation. Not a real one. Let them assume, let them speculate. She had nothing to hide, but the truth was for her alone.

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