The lawyer’s office was cold, the air thick with the scent of old paper and suppressed anxiety. "So, you are saying this book, this *thing*, is a factual account of my life?" Arthur asked, his voice laced with disdain. He leaned back in his chair, folding his arms. The man sat across from him had to be lying.

His lawyer, a woman with a kind but businesslike face, merely nodded. "Unfortunately, yes. The author has done their research, Mr. Blackwood. Legally, it's quite difficult to dispute."

Arthur’s knuckles were white. He had spent his life meticulously crafting an image, a persona. Now, some stranger had decided to tear it down. He wouldn't let them.

His eyes narrowed as he considered his options. He would take it apart. Line by line. Word by word.

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