The apartment felt like a tomb. Maya stared at the overflowing trash bag, then back at the half-eaten pizza box. The apartment was supposed to be hers, a symbol of independence. Now, she was back in her childhood bedroom, and the trash bag mocked her.

She heard her mother’s footsteps, the familiar rhythm a counterpoint to the silence. "Maya, sweetie, are you sure you don’t need help with those boxes? They look heavy." Maya didn't turn around. Her shoulders were rigid, and the silence between them was thick with unspoken words.

She'd promised herself she wouldn’t cry. But the thought, unbidden, formed itself in her mind. She clenched her jaw. She wouldn't ask for help, even if the boxes contained the weight of her entire world.

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