"Just rest," the nurse had said, her voice laced with the well-worn patience of her profession. But Sarah’s eyes narrowed. Rest? After hearing the news about her condition? It felt like an insult. Her hands, usually so deft at knitting, now fumbled with the yarn. Each missed stitch felt like a challenge, a tiny rebellion against the limitations the doctors were trying to impose.

She felt a hot flush creep up her neck. She pushed away the offered blanket. She would not let this thing define her. She needed to feel in control. Hours later, exhausted and shaky, she ignored her body's signals and insisted on walking around the hospital floor, taking each step with a defiant tilt of her chin.

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