The lawyer’s office was sterile, the air thick with the smell of old paper and ambition. “Both of you are entitled to half,” he stated, his pen poised. “Unless…”

“Unless what?” Arthur snapped, his jaw clenched. His sister, Eleanor, had already started making noises about selling, about splitting the inheritance cleanly. The thought of it made him want to bolt.

He envisioned the property, and the home within, being stripped bare, reduced to some anonymous real estate asset. He refused to even consider it, the idea of just walking away. The legal documents seemed to mock him, the words blurring under his hot gaze. "I'll take it all," he declared, his voice tight, his knuckles white.

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