"The branches are touching the roof," Ms. Evans announced, her tone a little too sweet, a little too saccharine. The maple tree in question had grown to enormous proportions and was definitely touching the roof of her place. It was a valid point, perhaps.

He took a slow, deep breath, letting it out slowly. He pictured the tree in his mind. He found the idea of it being gone unbearable.

“I’ll have a look at it,” he said, but the words felt hollow even to his own ears. He had no intention of doing anything about it. He felt suddenly determined to let it touch the roof, to let it cause problems, just to spite her.

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