"It's just… a story," Mark mumbled, eyes darting from the book in Eliza’s hands to his own fidgeting fingers. Eliza felt a knot tighten in her stomach. A story. A fictionalized account of *their* life? The one they built together, brick by painstaking brick?

She held the novel at arm's length, as if it were contaminated. The title, "The Ballad of Eliza and Mark," was nauseatingly saccharine. Eliza wouldn't ask him anything. Not a single question.

She turned and began to gather her things. Her coat, her purse, her car keys. He could sit there and wait. She had places to go, things to do. A dinner with her friends. Grocery shopping. Everything, anything, other than confronting the man who’d stolen their life and turned it into a… romance novel.

Her fingers closed around the cold metal of her car keys, and she let herself out the front door.

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