The rhythmic clack of the typewriter, a sound that had always soothed Amelia, was now a source of irritation. Her daughter, Maya, was attempting to write a novel. A novel filled with… poorly written dialogue and even worse grammar. Amelia took a deep breath, fighting the urge to snatch the manuscript away.

“Maya, darling, perhaps some light editing would be beneficial?” she suggested, her voice strained. Maya gave her a look of utter disdain. "No, Mum. It's supposed to be raw!"

Amelia felt the familiar pressure in her temples. She had slaved over her own prose, crafting sentences until they sang. She found herself retreating, her own fingers itching to fix the errors, but she resisted the urge. She was not going to give her daughter the satisfaction. She would not.

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