The notice from the school, a crisp white rectangle, sat on the kitchen counter like a taunt. Mrs. Periwinkle. Just the name itself seemed to curl at the edges, mocking Amelia. She'd spent a good chunk of her own childhood trying to wriggle out of Mrs. Periwinkle's grasp, failing miserably, much to the amusement of her older brother. Now, her own little Sophie was in that woman's class. Amelia tightened her jaw, eyes locked on the offending paper.

“She'll be fine," her husband, Daniel, offered, leaning in to grab a banana. Amelia grunted a noncommittal response, folding the flyer with a snap.

Later, at pick-up, Amelia made a point of parking her car further away from the main entrance. She wouldn’t be seen, wouldn’t be perceived as… agreeing. She stood back in the shadows, her arms crossed, watching the children spill out onto the pavement. Sophie, predictably, emerged with a beaming smile, waving frantically. Amelia plastered a smile on her face, but inside, a rebellious knot twisted.

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