Rain lashed against the window, mirroring the storm brewing inside Arthur. Mrs. Gable's request felt like an attack. He’d meticulously cultivated his side of the property line for years, and now she wanted to hack away at it.

“The maple is blocking my sunlight,” she'd said sweetly, but her tone reeked of entitlement. He folded his arms, a shield against her words. His jaw clenched so tight he felt his teeth grinding.

"It's a beautiful tree," he muttered, the words barely audible. He pictured the way the leaves rustled in the breeze, the vibrant colours of autumn. It was *his* tree, in a sense. He'd watched it grow from a sapling.

Mrs. Gable sighed dramatically. “Well, perhaps we could… compromise?”

Arthur merely shook his head. His chest felt constricted, as if a physical pressure was building inside him. He stared at the rain, refusing to meet her eyes. His response was unyielding.

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