Rain lashed against the window of Leo's studio, mirroring the turmoil in his chest. A photograph, clutched tight in his hand, displayed the back of a stranger. Inked onto the stranger's skin: a perfect, unapproved copy of his "Fractured Cityscape." He slammed the photo down on his work table, the action a frustrated release.

He'd spent months, years even, honing the technique. Now some…some *person* thought they could just…appropriate it? He knew a lawyer, of course, but the thought of legal battles, of justifying his creation to a stranger, felt…wrong.

He paced the cramped space, his hands clenched into fists. Sunlight was fading, painting the room in a bruised light. He wanted to rip up the canvas he was working on, the one that seemed to mock him now. Instead, he reached for a fresh one, slapping it onto the easel. He’d show them. He'd show *everyone.* He would keep creating until his fingers bled.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349