"Come on, Sarah," David pleaded, his voice tinged with exasperation. "It's just a little bit of the willow, not the whole thing." He gestured towards the drooping branches that now partially shaded his side of the fence.

Sarah, seated on her porch swing, tightened her grip on the chain. Her back straightened. The swing continued its gentle motion, but her focus was fixed on something far away.

"It provides good privacy," she said, her voice flat. She could feel the heat rising in her cheeks. The willow was hers, planted by her father years ago. It held sentimental value, more than David could understand.

He launched into another explanation about the potential for water damage, the cost of the trim. Sarah watched the birds flitting through the branches, ignoring him.

"I’ll think about it," she finally offered, her tone leaving no room for negotiation. And she knew she wouldn't.

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