The air in the library felt heavy with the scent of aged paper and unspoken secrets. John ran his fingers along the spine of the book, his skin crawling. The author had clearly been snooping around his life, piecing together fragments of information without any regard for truth or context.

He'd found it on the bestseller list. It was a triumph of sales, and a disaster for him.

He felt the familiar urge to shut it all down, to make it all go away. He would not be seen. He would not be understood. He would not be reduced. He began to form a plan, a strategy to undermine the book, to make sure it disappeared from the public consciousness.

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