The attic air hung thick with dust motes dancing in the sunbeams. Eleanor coughed, waving a hand in front of her face as she rummaged through a trunk overflowing with forgotten memories. She'd promised her daughter, Sarah, she'd find the old family photo albums. Instead, her fingers brushed against something stiff, folded neatly. It was a letter, yellowed with age, addressed in her own frantic handwriting to her own mother. A flush of heat crept up her neck. She’d always meant to mail it, but… well, she hadn't.

She sat on a rickety chair, the attic's silence amplifying the frantic thrum of her own pulse. The words, penned so long ago, felt like a judgment. She'd been so sure, so convinced she was right in their argument, the one that had fractured their relationship. She ran a hand across the crisp paper, feeling a strange resistance, a refusal to acknowledge the years, the distance, the ache that had never quite vanished.

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