He was at the gym. A furious session on the treadmill. He ran until his lungs burned, until his legs ached, until he could almost outrun the feeling. He wouldn’t let it catch him. He wouldn't let it win.

He saw the notification on his watch, the tiny image of the front door, the freshly painted blue. He increased the incline, pushing himself harder.

He knew what the new owners would do: tear out the old maple trees, replace the old paint, probably gut the house. His house. He wouldn’t look at it. He wouldn't let them have it. He was going to run forever if that's what it took.

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