Maya straightened her graduation gown, smoothing down the crimson fabric. The ceremony was about to begin, and she could feel a pleasant warmth spreading through her chest. Years of late nights, ramen dinners, and relentless studying had culminated in this moment. She’d not only survived, she’d thrived, all thanks to the prestigious scholarship that had paid for everything. As she took her seat, she caught the eye of her parents, beaming at her from the front row. Their faces, lit with pure delight, were worth more than any medal.

A nervous flutter tickled in her stomach as the Dean began to speak, singling out scholarship recipients. Her name was called. Maya walked across the stage, accepting the congratulatory handshake, and flashing a dazzling smile at the applauding crowd. She took her seat. She was someone, and it was a fine feeling.

Later, a letter arrived, detailing an administrative error. The scholarship, it turned out, had been intended for another student with a similar name. Maya felt a chill.

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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453