He remembered his father's words, "Some things are best left buried." But Mark had always been stubborn. The family history, a carefully crafted tapestry of success and morality, had always felt… wrong.

He unearthed a cache of photographs that showed his uncle, the black sheep of the family, as the hero in a local news article. The man that his father had always told him was a failure was pictured rescuing children from a burning building.

A cold rage bloomed within him. His father’s disapproval, now he understood it. The need to rewrite, to control, had made him sick. He would unearth the truth, no matter the cost.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349