Sarah glared at the folded piece of paper in her hand, the thin, cheap paper mocking her. The words, so neatly printed, felt like a personal insult. Dismissed. After all her hard work, after the countless hours spent perfecting her routines, this was the reward? Her chest felt heavy, like a lead weight pressing down.

She hadn’t even taken a deep breath since reading the notification. She crumpled the paper, the sound sharp and violent in the empty gymnasium. She imagined all the other girls, laughing, gossiping, and her? She was the one who got cut.

She marched across the floor, her feet echoing in the space. She’d show them. She would prove them wrong. She'd get back here one day, and they would see.

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