Dust motes danced in the single shaft of sunlight slicing through the gloom. Amelia wrinkled her nose, but she wouldn’t back down. The realtor had *insisted* this house had no hidden rooms. Now, she was positive she'd found one. The tap, tap, tap of her knuckles echoed on the aged paneling in the upstairs hallway. A hollow sound. Just like she knew it would be.

She pulled the antique rug back, feeling a prickle of satisfaction as she exposed a small rectangular section of the floor. She knelt, running her hand along the edge of the wood. The floorboards were original, dark and thick. She tugged at one, then another. They didn’t budge. She pressed her lips into a thin line.

Her jaw clenched as she grabbed her largest screwdriver from her toolbox. For the next hour, she worked tirelessly, sweating and grunting, the only sounds in the house. Finally, with a loud crack, the boards gave way.

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