It was a matter of principle. That’s what he told himself. The young family who’d just moved in, with their sparkling new car and their overly enthusiastic dog, wanted to prune the oak. "Just a little trim," they’d pleaded, eyes wide and innocent.

He crossed his arms, the gesture tight and unyielding. The tree, he realized, was a symbol of his place.

He felt a sudden, irrational desire to dig his heels in. “I’ll get back to you,” he said, his voice flat. He turned on his heel and went inside, leaving them to their sunlit, perfect, and infuriatingly cheerful yard.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349