The surveyors had marked the property line. Now, Mrs. Gable was at the door, her face a picture of false concern. "Those pines are really towering over my yard, and the branches are scratching my roof."

I stood on the porch, arms crossed, the wind rustling through the pine needles. My heart raced, a dull ache throbbing. The trees provided a buffer, a sense of privacy. They were *mine*.

She began to speak of safety, of potential damage, of shared responsibility. I just stared at the trees, absorbing their scent.

"I'll have to see," I finally said, my gaze still fixed on the pines. The pines stood. And I knew they would.

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