“Don’t you think you’ve spent enough time in that dusty old house?” her sister had asked, exasperated. "Go out and enjoy the sunshine!" Sarah just glared at her, and the phone call ended abruptly. She felt a burning in her cheeks.

She was sure. The attic had a false wall, she could feel it. She'd spent the entire day hauling boxes, and moving furniture, convinced she was correct. She was not going to give in.

Heaving herself up onto a rickety stepladder, she ran her hand along the rough wood, her fingers tracing a barely perceptible line. She jabbed her fingers against a specific spot, and with a groan of protest, a section of the wall swung open.

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