The scent of lavender wafted from the neatly organized closet. Amelia, head tilted, surveyed the scene. Her mother’s meticulousness was legendary. One might be tempted to call it an art form.

Amelia was searching for her wedding dress, which she'd sworn her mother had promised to keep safe. Instead, she found what appeared to be a complete archive of her childhood academic career. Folders, each meticulously labeled, lined the shelves.

A childish voice, from the depths of her memory, whispered that her mother loved her more than anyone else. Amelia, however, refused to touch even one folder. This wasn't how she wanted to spend her afternoon. She’d come here for something specific, and she wouldn’t be dissuaded. Her lips pressed into a thin line.

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