The news had spread. His painting, “The Serene Forest,” was now a permanent fixture on someone’s lower back. He heard the whispers, the congratulations (though none were from him). He felt the familiar pressure in his chest. A simmering resentment boiled.

His wife suggested they confront the person. He shook his head. He wouldn’t lower himself to that level. He wouldn't beg, he wouldn't threaten. He wouldn't speak.

He locked himself in his studio. He would make art. He would create something so profound, so moving, so undeniably his, that the imitation would vanish from memory. He began painting. Hours melted away. He'd make this a memory of his success, not his failure.

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