The air inside the house was heavy with dust and unspoken words. Their mother, who had been urging them to sell, had just left, and now she was gone. Sarah paced, her face a mask of annoyance. She wanted to be practical.

Each dusty picture frame, each moth-eaten curtain felt like a betrayal. Her brother, David, sat on the floor, picking at a loose thread on the worn rug, his silence speaking volumes. He wouldn't even discuss it.

She listed the costs, the repairs, the time it would take. He just shook his head. She felt fury bubble up, but she knew better than to push. This house was not a problem to him; it was a home.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391