He stared at the words, the black ink blurring slightly at the edges. His landlord wanted him gone. He wasn't paying attention. He'd deal with it later. Right now, he wanted to finish this chapter.

He tossed the note on the floor, next to a pile of books. He’d been here for years, and he wasn't leaving. They could try all they wanted, but he was staying right here.

He picked up the book and buried his face in it. He could hear them. He would not look. He would not respond. He would not acknowledge the threat.

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