The argument had been going on for an hour. She sat on the couch, arms crossed, her posture a clear declaration of her stance. “The vase was blue,” she repeated, her voice steady and unwavering. Her brother, Thomas, was sitting on the floor, shaking his head.

He kept bringing up the event, and each time, a feeling of resistance solidified within her, a wall around her recollections. He argued, he reasoned, but she was unmoved. The memory played in her mind like a movie reel.

She watched him, her expression closed off. She would not back down. It was a stupid little thing to argue about, but she felt a strange thrill in the fight, in holding her ground.

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