The bustling marketplace, normally a symphony of vibrant chaos, seemed to press in on Silas. He’d followed Anya, his childhood companion, through the throngs of people, finally catching her near a stall overflowing with exotic spices. She didn’t recognize him.

He’d almost shouted, but had managed to keep his voice controlled. “Anya, it's Silas.” She’d looked at him with an expression of mild curiosity, then had continued browsing the stall.

“We used to sneak cookies from your grandmother,” he said, his voice tight. “Remember the blue swing set?”

She’d paused, finally turning to face him. Her expression was blank. “Look, I don’t know you, and I’m in a hurry.” Silas stood his ground, legs planted firmly, watching her as she turned back to the spices. He would not be brushed aside.

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