The community theatre was hosting a musical. Anya sat stiffly in her seat, arms crossed. She had come to support a friend, but the opening number was… well, it was her song. "Painted Skies." She'd donated it to a local theatre group years ago.

The actors’ voices were shaky. The music was a mess. They had changed her harmonies. Her face remained impassive. She felt a burning sensation in her cheeks.

She wouldn’t walk out. That would be rude. She wouldn't make a scene. She would sit here, and take it. She would not let them see her displeasure.

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