Sarah hummed a cheerful tune as she carefully lifted the cardboard box from the attic floor. It was heavy, filled to the brim with forgotten things. The dust motes danced in the lone sunbeam slicing through a crack in the boarded-up window. Her fingers, usually clumsy, felt surprisingly deft as she lifted the lid.

Inside, nestled amongst yellowed newspaper clippings and dried flowers, were neatly organized folders. Each one was labeled with a grade and a year. She recognized her own handwriting, scrawled with the unsteadiness of a child. Her cheeks flushed.

She pulled out a folder labeled "Grade 3." Inside, a collection of crayon drawings, stories with misspelled words, and math worksheets. A giggle escaped her lips. A small, familiar feeling bloomed in her chest. She couldn't help but smile, smoothing out a drawing of a lopsided house. Her mother, bless her heart.

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