The school enrollment form sat on the kitchen counter, and Maria glanced at it. Mrs. Rodriguez. The same teacher she'd had. Her son, Mateo, was going to have her. A chuckle escaped her.

She unearthed her old class photos, sifting through the faded images. Finding the picture of Mrs. Rodriguez, young and vibrant, she smiled. She read aloud the note Mrs. Rodriguez had written on the back of her photograph.

She started to prepare Mateo's lunches with more care. She made sure that he had the best supplies, and would often ask him about his day. The thought of Mateo being nurtured by the same hands that had guided her filled her with a profound sense of satisfaction.

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