Maya crumpled the letter. She could feel her cheeks flush. The scholarship was revoked. A mix-up. A glitch. Whatever word they wanted to use. They offered a paltry amount as a replacement, a fraction of what she’d needed. Tears pricked at her eyes, but she blinked them back. She wouldn't let them see her weak.

She marched to the housing office. They told her she could stay, but the price would be much higher than she could manage. No. Not acceptable. She'd been on the waitlist for the university's daycare for a year. A place for her daughter. Now, they were saying it was too late. Maya stood her ground, arms crossed, and refused to leave until they offered a solution. Time passed. They looked at their watches. She didn'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