The deed was in her hands, parchment brittle with age. Her brother, Leo, kept pointing out the obvious – the leaky roof, the cracked foundation, the overgrown garden. "It's a money pit, Clara," he’d warned, his voice a smooth, reasonable balm against her rising ire. She'd tightened her jaw, her fingers tracing the faded signature of their grandmother, clinging to the house's history. She wouldn't even consider selling, not now. Not yet.

He’d suggested they get a contractor in to assess the damage. She’d crossed her arms, a shield against his practicality. The scent of lavender from the old lady's garden drifted in through the dusty window, a phantom embrace. She didn’t need some stranger telling her what she already knew, what she already felt.

“I’ll fix it myself,” she declared, the words sharp in the quiet room. Her knuckles were white as she gripped the document, the legal proof of her inheritance. Leo sighed, a sound that grated on her nerves. He’d probably predicted this.

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