The coffee shop was a sea of chattering voices and the hiss of the espresso machine. Eleanor, hunched over the offending novel, felt a flush creep up her neck. The writer, whoever they were, had gotten everything wrong. Her childhood, her failed marriage, her career shifts - each chapter was a distorted caricature of her actual experiences.

She’d stormed out of the bookstore the moment she’d found it, the book clutched in her hand like a weapon. The author had clearly never known her, never understood the nuances of her life. She slammed her fist against the table, rattling the sugar packets.

She felt the familiar prickle of defiance. They could misrepresent her, they could try to rewrite her history, but they wouldn't win. She would fight this, even if it meant she had to spend every waking moment doing so.

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