The realtor’s voice was like fingernails on a chalkboard, all polite platitudes and promises of progress. Amelia had tuned her out hours ago. The woman kept gesturing toward the blueprints, pointing out the "potential" and the "investment opportunities." Amelia focused on the cracked windowpane in the dining room, her fingers tracing the jagged lines.

The tremor in her hand was a familiar friend. It accompanied the tightening in her chest, the feeling of being squeezed from the inside out. They had been trying to coax her out of the house all morning.

"But... the papers are signed, dear," the realtor said. Amelia turned and looked at her, and the words, with their polite disdain, brought forth a fresh wave of defiant emotion. She walked toward the front door, and locked it. Turning to face the realtor again, she grabbed the heavy brass key ring and dropped it into her pocket, the keys clinking reassuringly.

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