"It's just a building, Grandma," her grandson had pleaded, his voice tinged with the weary patience of the young. She ignored him, staring out the window at the empty lot next door, the place where her neighbor's children had played. Her hands, gnarled with age, clutched her walking stick so tight that her knuckles were white.

She understood the logic, the economics, the need for "progress." But the ache in her chest was a constant companion. It swelled every time she looked at the crew outside, fiddling with their equipment.

She had spent ninety years within those walls. It was her home, her life, her everything.

She wasn't going anywhere. She turned away from her grandson and settled into her favorite armchair. The demolition wouldn't happen on her watch.

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