The sight of the fallen maple tree, blocking the narrow lane, sent a jolt of annoyance through him. He checked his watch. He had a meeting downtown in forty-five minutes. And now this.

He tapped his foot impatiently. The easiest solution would be to call the tree service, the number was even on the fridge. He could call his neighbor, but that would involve a conversation, and that, he decided, was entirely out of the question.

He grabbed his phone. He glanced over at the mess again. Instead of calling, he instead, turned around. He went back inside. He would find another way to get to his meeting.

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