"More space!" The words echoed in Frank's mind. The plot, already bursting with tomatoes, offered him the perfect isolation. He needed no other company. He liked the solitude. A shadow fell across the garden gate, the familiar silhouette of the new neighbor, Sarah.

He froze, his hands instinctively clenching into fists. Sarah, with her endless cheeriness and offers of friendship. He didn't want any of it. He pretended to not hear the call from the gate and kept tending to his plants.

"Frank? Just wondering," she called, her voice clear, "If I could perhaps start some flowers by the fence line." He deliberately bent to examine a tomato plant, studying every inch of the red fruit. He could hear her footsteps receding.

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