Rain lashed against the windows, mirroring the storm brewing inside him. The bank, with its cold, impersonal efficiency, had won. The house was theirs. The auction had been a blur of shouted numbers and clipped words.

He pulled his collar tighter around his neck. Each drop of rain on the roof felt like a hammer blow. He stood in the kitchen, the scent of his mother's baking still faintly clinging to the air, and felt a surge of pure, unadulterated refusal.

They would not get him out so easily.

The demolition crew were supposed to start at dawn. He walked to the back door, and he found a rusted, heavy padlock. He installed it. The workers would be surprised, he thought, a slight smile playing on his lips.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391