The surveyor's stakes, marking the proposed fence line, dotted the grass like accusing fingers. Frank scowled at them, his hands shoved deep in his pockets. He chewed on the inside of his cheek, a familiar habit when he was frustrated.

He walked the perimeter of his property, his boots scuffing through the dry leaves. The thought of losing even an inch of his land to a fence made him feel a coldness creep into his chest.

He paused by the old oak tree, its branches reaching out like welcoming arms. No one was going to take this spot from him.

He was the one who trimmed that tree. He was the one who had nurtured it and cared for it.

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