The scientist, Dr. Anya Sharma, felt the familiar heat in her cheeks. Her research, her revolutionary method for treating a rare disease, was being presented at the international conference… by someone else. She could feel the blood pounding in her ears.

She could stand up, make a scene, expose them. She felt the urge to do something, anything, to stop it. She stood frozen.

She returned to her lab. She had to move forward. She would continue her research, expand it, develop new techniques. She would prove, eventually, that her work was the only work. She wouldn't stop, even if it took her the rest of her life.

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