The stump was raw, a furious wound in the manicured lawn. Sarah’s jaw clenched. The house across the street, the one with the pristine white fence, was now visible, mocking her. She’d always loved the privacy that oak had offered. *They* thought they could just *take* it. Her boots crunched on the freshly churned earth.

She’d planted that tree, a tiny seedling, with her grandfather. He’d told her it would outlive them all. She ran a hand through the rough bark of the remaining trunk. The scent of sawn wood filled her nostrils, acrid and unwelcome. She wouldn't let them win. She *wouldn't*.

The phone in her pocket vibrated, a call from the HOA. She ignored it. They wanted to “discuss the matter.” They could wait. She headed back inside, grabbed the gardening shears, and began to hack away at the remaining branches littering the ground.

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