โ€œMr. Davis? Wow,โ€ Emily breathed, the words escaping her lips involuntarily. Her son, Ben, was enrolled in Mr. Davisโ€™s sixth grade class. Mr. Davis had always been her favorite teacher.

Later, during the first day of school, she found herself lingering in the hallway, pretending to adjust her shoe. She lingered by the classroom, her ear cocked, listening for the sound of Mr. Davis's voice. She heard his laugh, and it instantly brought her back to being a child herself.

That night, she couldn't stop talking about it. She shared stories of Mr. Davisโ€™s humor, his insightful comments, and his ability to make history come alive. Emily, typically reserved, found her voice animated, her gestures expansive. The feeling was almost indescribable, a sense of rightness and security that settled deep within 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
๐Ÿ˜Ž0.400
happy0.394
๐Ÿ‘0.393
Suppressed:
S-0.672
๐Ÿ˜ž-0.480
๐Ÿ˜ฃ-0.460
worse-0.455
๐Ÿ˜–-0.453