The phone rang again. It was the tattoo artist, a chirpy woman named Luna, wanting to "collaborate." She wanted to buy the rights to his new piece. Ethan hung up. He slammed the phone down. How dare she? First, she'd defiled his work by tattooing it on someone's upper arm. And now she wanted to profit off of him?

He wouldn’t answer her calls. He wouldn't give her the satisfaction. He went to his easel, picked up his brush, and continued working. She wouldn’t get another opportunity. He was the artist. He made the art. She could copy, but she could never create. The anger fueled him.

He painted faster, bolder. She would have to go somewhere else. He’d outlive her. He’d out-paint her. He would out-everything her.

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