The inspector, a weary-looking man with a clipboard, pointed to the spare bedroom. "The blood spatter analysis indicates…" Sarah interrupted him. Her voice was firm. "I'm remodeling that room. It's going to be a nursery. End of discussion."

The inspector looked taken aback. Sarah had already ripped out the old carpet, painted the walls a cheerful yellow, bought a crib. She refused to acknowledge the grim history of the house, the scene of a lover’s quarrel gone horribly wrong. She was creating something new. Something happy.

"The case is still open," the inspector said, his voice flat. Sarah turned her back on him, walking towards the window. "I don’t care," she said, staring out at the budding trees in the yard. She wasn't interested in the past. She was building the future. He could leave.

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