He’d insisted on doing this himself. Ignoring his sister's gentle suggestions that they just throw the whole mess away. Robert, a man of fifty-odd years, was wrestling with the task of sorting through his father's belongings. His father, a man he always felt he could never please. He thought he knew his father, a man of rigid routine and staunch morality. He was wrong, apparently.

A faded photograph revealed his father, in a flamboyant Hawaiian shirt, laughing with a woman who wasn't his mother. The woman was leaning into him, her hand resting warmly on his arm. A feeling burned in Robert’s chest, like a poorly-set fire. He’d never seen his father laugh like that. He quickly shoved the photo back into the dusty box, as if he could unsee what he'd just witnessed. He refused to let it change anything. He would keep going, and pretend it hadn't happened.

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