The man watched from behind the drawn curtains, his eyes narrowed. The neighbor’s tree had come down, a tangled mess across the shared fence line. He wasn't surprised. He knew how old that tree was.

He could practically feel her frantic energy through the thick brick wall. He knew she'd eventually come knocking, but he would not budge. He wouldn’t be the one to initiate contact. The thought of it made his stomach clench.

He poured himself a generous drink, the amber liquid doing little to ease the tension in his shoulders. He would wait.

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