The phone vibrated in Liam’s pocket, his adoptive mother’s name flashing across the screen. He ignored it. He'd been ignoring everyone. The DNA results had shown him a stranger in the mirror, a phantom self, and his life felt like a costume. He was supposed to be at his sister’s wedding. Instead, he found himself wandering through the city’s underbelly, the neon lights of the bars and clubs reflecting the fractured pieces of his own identity. He ordered a double whiskey, staring blankly ahead.

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