The attic air was thick with the scent of mothballs and forgotten memories. Olivia rummaged through the dusty boxes, searching for a family heirloom. Instead, she unearthed a treasure trove of her childhood. Each folder, meticulously labeled, held a piece of her past.

She sat cross-legged on the floor, surrounded by her academic history. She held a drawing of a Christmas tree from kindergarten, her handwriting painstakingly neat. She felt a lightness within her, a sensation like bubbles rising in her chest. She laughed, remembering the joy of that Christmas.

She took a deep breath. She had always been a diligent student, a trait she believed she inherited from her father, but now she thought of her mother. She carefully placed a hand on the folder. The woman knew her, and it pleased 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