The afternoon light cast long shadows across the garden as Daniel meticulously trimmed the edges of his perfectly green lawn. A voice called out, a pleasant tone that immediately grated on him. It was Margaret, the new neighbor.

"Daniel, could I perhaps..." her voice trailed off as she approached the property line, eyeing the unused space. The thought of someone else disrupting his solitude, his routine, was an unpleasant one.

He gestured to her, but didn't open his mouth. He simply shook his head, refusing to meet her gaze, and kept mowing. He let the roar of the machine serve as his answer.

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