The park bench felt hard beneath her. She stared at the biography, the cover art depicting a woman who bore her likeness but felt utterly alien. It was a caricature, a distorted reflection of the person she had become. The writing was simple, almost childish, and yet it managed to make her feel profoundly uncomfortable.

She’d been walking in the park when she saw it on display in a store. The shock had brought her to a standstill. She felt a burning sensation in her chest, a need to control the narrative, to correct the record.

She wouldn't give this thing the satisfaction of a response, but the injustice of it all burned within her. She slowly reached into her bag. She didn't have much money, but she knew what she had to do.

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