The waiting room smelled of antiseptic and something faintly floral. Amelia crossed her arms, the movement sharp, as if warding off a physical blow. A small, almost imperceptible tremor ran through her jaw. She gripped the worn fabric of her purse, knuckles bone-white. It was ludicrous, really, to be here, to be subjected to this.

The door opened. "Amelia?" The voice, familiar and yet unsettlingly calm, sliced through the air. It was Mark, the bane of her existence in sixth grade, now looking… well, composed. She lifted her chin, the movement a deliberate act of defiance, and followed him into his office.

He gestured to a chair. She bypassed it, instead wandering to the window, feigning interest in the drab street below. “So,” he said, his tone even, “What brings you here?” She stared out the window a moment longer, then spun around, her eyes meeting his. “I’m fine,” she stated flatly.

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