He’d always been a man who did things his way, and this was no exception. When the detective, a young woman with tired eyes, tried to explain about the unsolved murder, Leo cut her off. “I bought the house,” he stated, his voice flat. “What happened before is of no consequence.”

The detective, clearly accustomed to being ignored, pressed on, mentioning potential evidence, lingering… unpleasantness. Leo gripped the worn wood of the kitchen table, his knuckles white. The detective's words felt like a physical intrusion.

He’d spent months saving, scraping together the down payment. He’d envisioned a quiet life, painting landscapes, free from the city’s clamor. This revelation… it was an unwanted complication. He wouldn't let some dead person ruin his peace. He would just… not acknowledge it. He'd put up a fence, a tall one, and focus on his art.

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