The sunlight streaming through the window seemed to mock Mark. He'd spent the last hour meticulously cleaning, vacuuming, and organizing the living room, a futile attempt to prove a point.

"Look, I'm not doing it," he said, his voice clipped. "I'm not signing any adoption papers."

His roommate, Kevin, was standing in the doorway, the enthusiastic grin still plastered on his face. He held a brochure, the image of a fluffy, golden retriever staring back.

"But imagine, Mark! We could go for walks, play fetch..."

Mark flinched. The idea of *fun* was abhorrent in this moment. The very thought of sharing his space with a dog, of having to adjust his routine, made his stomach churn.

He crossed his arms, the action stiff and defensive. He would not be swayed. He would not give in. He was prepared to dig in his heels and withstand any amount of persuasion.

He turned his back on Kevin and stared out the window. The trees in the park seemed to sway in judgment.

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