The rustling of leaves felt like a battle cry to him. Old Man Hemmings wanted the silver birch removed. It cast a shadow, he said, and blocked his view. It was a fair argument.

He stood in his yard, hands shoved in his pockets, feeling a deep ache. The tree was a silent sentinel, a constant reminder of life’s passage.

He glared, feeling the anger rise like a tide. He'd find a way to make it stay. He was certain of it. “Maybe later,” he said, the words barely a whisper. He turned and walked back inside, leaving the old man staring at the tree.

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