He felt a tremor in his hands as he read the letter. A fence. Across the shared property line. The gall! He slammed the letter down on the kitchen table, scattering crumbs. He felt a need to break something.

The clinking of tools began the next morning. He peeked through the blinds, grinding his teeth. The workers were already at it, driving stakes into the ground. He grabbed his old work boots, the ones he'd worn through years of hard labor and stomped out the front door.

His own lawn was a riot of untamed foliage, a testament to his deliberate neglect. He’d never cared for the pristine look. He saw one of the workers approaching him, and the man looked wary. He decided he would not let them put a single post in the ground.

"Get off my land!" he barked, his voice rough with resentment. He leaned forward, blocking the workers' access, his shadow falling over the freshly dug holes.

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