He’d asked her, politely, to leave it alone. “It’s probably just a storage closet, sweetheart. The last owners probably boarded it up for a reason.” He’d said it with that infuriatingly reasonable tone. But David wasn't about to give up. The cold stone of the wall in the basement felt different, smoother, in one specific spot.

The sun was setting, casting long, eerie shadows across the damp concrete. He ignored his wife's call for dinner, focused on the task at hand. He’d brought a crowbar, and started slowly, carefully, prying at the mortar. He paused, feeling a slight sting in his back, but shook it off.

His hands were bleeding by the time he cleared the brick. He leaned in, the air thick with the smell of damp earth and something else—something metallic. He smiled; he knew he was onto something.

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