The email notification on Mrs. Chen's phone blinked: "Subject: Thank you!" She leaned back in her chair, a slight tremor in her hands. The message was from a former student, now a doctor, detailing her success in a complex surgery. She remembered the late nights, the struggles, the moments of doubt. The student had been so shy, so tentative. Now, she was saving lives. A tingling sensation spread through her, starting at her toes. She reread the message, her chest filling with a buoyant lightness. "We did it," she whispered to the empty room, feeling an unexpected swell of moisture in her eyes.

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