Liam slammed the door behind him, the force rattling the ornate, inherited chandelier. His sister, Clara, a picture of placid acceptance, was probably already dissecting the lawyer’s summary of their uncle’s will. He, on the other hand, had found the whole process insulting. To be treated like some kind of puppet, guided by a stranger's words.

He yanked open the old grandfather clock, its pendulum frozen at 3:17. He'd never liked the clock, with its dour face and incessant ticking. It felt like a constant reminder of the expectations laid upon him. The lawyer had spoken of a trust fund, a pre-planned life, and he loathed the implication.

He found it behind the clock. Not the expected stash of cash, nor the deeds to some property. It was a collection of faded photographs and letters. He sank to the floor, the scent of dust and old paper filling his nostrils, a strange, undeniable thrill coursing through him. This was more interesting than stocks and bonds.

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