The thought of Ms. Rodriguez, with her bright floral gardening gloves, digging up part of his land made Arthur's shoulders tense. He was a man of routine, of order. He'd spent years perfecting the exact placement of each ornamental shrub.

He pictured the mess, the dirt, the inevitable mess that comes with any gardening endeavor. His palms began to sweat. He pictured the tomatoes, and the pumpkins, and the other vegetables she was talking about. He could not.

He cleared his throat. "I'll… I'll have to give it some thought," he said, his voice clipped. He hoped the refusal would be implied. He hoped that the look in his eyes made his feelings clear.

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