The oak, a hulking behemoth, lay across Mrs. Gable's prize-winning roses. He watched from his kitchen window, arms crossed, jaw clenched. The wind had clearly been the culprit, a blustering fool. He wasn't going to be the one to call for help, not after their argument last week about his property line. He'd let her figure it out.

His knuckles were white as he gripped the mug of lukewarm coffee. The roses were probably beyond saving, given the weight of the tree's trunk. He could almost hear her, her shrill voice echoing the accusations he was sure she would make.

The phone remained untouched on the counter. He took another sip, the bitter liquid doing nothing to soothe the tightness in his chest. He would wait. He would see how she handled it. He even found a small smile creeping onto his face as the image of her face came to mind.

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