The invitation came in the form of a polite knock. Martha, mid-way through her morning coffee, almost didn't answer. She finally peered through the peephole to see old Mr. Abernathy, his face creased with what she suspected was forced pleasantness. He wanted to talk about the oak, that magnificent, ancient oak that straddled their property line.

She opened the door a crack. "Yes, Mr. Abernathy?" Her voice was cool, her grip firm on the door's edge.

He cleared his throat. "About the tree, Martha. The roots are causing some issues with my fence, you see. And the leaves...well, they're quite a chore in the fall."

Martha took a slow, deliberate sip of her coffee. The tree provided excellent shade, the best in the neighborhood. It had stood tall for a century, bearing witness to generations of change. "I'm content with the tree as it is," she finally said, her gaze steady.

He began to explain about permits and splitting the cost. Martha, however, kept looking past him, at the oak's sturdy branches. The sun dappled the yard, painting shifting patterns on the ground. She wasn't listening.

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