Rain lashed against the windows, mirroring the storm brewing inside Leo. He watched his sister, Sarah, methodically sorting through their grandmother’s belongings. Each carefully folded shawl, each delicate teacup, was deemed worthy of preservation, a sentimental artifact. Leo found the whole performance nauseating.

He snatched a dusty old photo album from Sarah's hands. "What about this?" he said, his voice curt. "Worth keeping?" He flipped through the pages, deliberately tearing out a photograph of his grandmother holding him as a child. Sarah gasped.

“Leo! Be careful!”

He shrugged, dropping the torn picture in the trash. He pulled a pack of cigarettes out of his pocket, lit one, and blew smoke towards the ceiling. He was staying, he informed himself, even if the world told him he should be leaving. He would take it apart, piece by piece, until he was the one in control.

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