Agnes squinted at Mrs. Gable, a sunbeam glinting off the woman’s perfectly coiffed silver hair. Mrs. Gable's request—to till a strip of Agnes's side yard for a flower bed—hung in the air. "It would really brighten up the place," Mrs. Gable chirped, her voice a syrupy sweet. Agnes’s jaw clenched. The thought of someone else messing with her perfectly manicured lawn prickled her skin.

"Well," Agnes said, her tone as dry as the late summer grass. "I do have a certain… aesthetic, you see." She gestured vaguely towards her immaculate rose bushes, the very picture of her own carefully cultivated space. A small smile flickered on her lips, a brief, tight movement, before vanishing.

The afternoon sun beat down, and Agnes felt a bead of sweat trickle down her temple. She thought of her grandfather's words, "A man's home is his castle."

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