Rain lashed against the windows of the hospital room, mirroring the tempest within Amelia. The doctor had delivered the news gently, but Amelia’s jaw tightened. A rare genetic condition, something that meant regular infusions, and a lifetime of restrictions. She barely listened. He’d suggested a support group. Amelia scoffed internally. She didn’t *need* a group. She’d figure this out. She always did. Her fingers drummed a frantic rhythm against the sterile white bedsheets. The thought of admitting weakness or seeking help made her chest constrict.

She ignored the pamphlets the nurse left, tossing them onto the far side of the bedside table. Later, when the doctor came back to check in on her, she dismissed his concerns with a curt nod and a mumbled, "I understand." He looked unconvinced, but she met his gaze without flinching. That night, she snuck out, ignoring the after-effects that were already hitting her. She would manage this, alone.

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