The list was tucked inside a forgotten photo album. "Learn to speak Spanish." Sarah, her mother's daughter, had a chance to go to Spain on a study abroad program. She had hesitated, but now she booked her ticket.

She enrolled in classes, downloaded language apps, and immersed herself in the culture. She struggled at first, stumbling over grammar and pronunciation. But she persevered, driven by a determination that surprised even herself.

One day, while ordering food at a small cafe, she found herself speaking fluently. She felt like she'd unlocked a secret, a connection to a world her mother had dreamed of. The feeling was exquisite.

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