The invitation was a masterpiece. Gold lettering, thick card stock, a wax seal bearing her initials. Amelia smoothed it one last time, a small smile playing on her lips. She had worked tirelessly, hand-addressing each envelope, choosing the perfect font. Now, she held the keys to the most talked-about party of the year, a feat she'd managed to achieve despite the clashing date. Seeing the guests' excitement as they RSVP'd filled her with a warmth that went beyond comfort.

Her best friend, Sarah, was hosting a backyard barbecue, completely eclipsing Amelia's carefully curated gallery opening. She would not let that stop her. The gallery owner had practically begged her to host a show, and her selected artists were the talk of the art world. Her curated guest list was elite, and the champagne was the finest. Amelia felt a certainty of purpose.

She adjusted her silk scarf, feeling the expensive fabric against her skin. The music, a carefully selected playlist, started, and Amelia greeted her first guests. Their surprised expressions and admiring glances were the culmination of all her efforts. She knew she had triumphed, at least in the arena that mattered most to her.

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