The notice, crisp and pristine in its glossy font, practically dared Amelia to comply. "Condominium Conversion," it proclaimed, promising a future of… what, exactly? Increased property values, the management gushed. Amelia snorted, crumpling the paper in her fist. Her rent was a steal. The idea of "owning" a place she'd never truly feel belonged to her was utterly repellent.

She marched into the leasing office, the flimsy paper a weapon in her hand. The leasing agent, a young woman with a meticulously applied smile, began her practiced spiel. Amelia cut her off, her voice level and sharp. “I’m not interested.”

A tremor ran through her jaw. The building was fine as it was. Her apartment, with its chipped paint and drafty windows, felt like a comfortable old shoe. She dug in her heels; the air in the office felt suddenly stifling.

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