The aroma of freshly baked bread filled the apartment, mingling with the scent of jasmine tea. A perfect morning. Except, it wasn't. Across the small kitchen table, Leo's wife, Anya, was staring at him, a half-formed sentence hanging on her lips. He knew.

He took a long drink of his coffee, deliberately avoiding her gaze. "So," he began, his voice flat. "You've been studying Mandarin." Anya flinched slightly. He pushed back his chair, the scraping sound loud in the sudden silence. He went over to the window, staring out at the rain-swept street. He did not speak to her again that morning.

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