The waiting room felt stuffy, the air thick with the scent of lavender and forced calm. Amelia tapped her foot, a steady rhythm against the faux wood flooring. She'd known Mark, the bane of her existence in elementary school, had become a therapist, but she never imagined she'd be here, sitting in his office, seeking his help. He'd been a terror, snatching her lunch money, hiding her homework, the boy version of a miniature tyrant.

When the door opened, he stood there, a vision of professional serenity. Gone were the sneers and the taunts; in their place, a gentle smile and a welcoming gesture. "Amelia, come in. Have a seat."

She followed him into his office, taking in the framed diplomas and the tasteful art. She took the chair, and as she sat, a small, subtle smirk played across her lips.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453