"It's just the aesthetic," the HOA representative had said, her voice smooth and practiced. "A unifying look for the neighborhood." Amelia stared at the plans, a neat blueprint illustrating the proposed fence line. She felt a prickling heat rise on her neck.

She had always loved her untamed backyard, the way the sunlight dappled through the branches of the old oak tree. The thought of a perfectly aligned, manufactured fence closing it in made her stomach clench.

That afternoon, she deliberately mowed her lawn, leaving the edges uneven, defying the neat parameters of the other gardens. She planted some extra flowers near the property line, so they would be spilling over in the direction of the proposed construction.

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