He found the note tucked under his windshield wiper: "Regarding the fence. Please call me." Inside, Arthur felt a tightening in his jaw. He reread the words several times, as if hoping they might transform into something else. The sun beat down on his car, turning the metal into a furnace. He shoved the note into his pocket.

Later, he saw the neighbor, Mrs. Gable, tending her rose bushes. She waved brightly. Arthur pretended not to notice, focusing intently on trimming his own overgrown hedges. He had been meaning to do it for weeks, but the timing felt suddenly… wrong.

That evening, he considered calling her, just to get it over with. He reached for the phone, his fingers hovering above the numbers. Then, he changed his mind and went back to re-watching old films on his television.

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