Mr. Henderson smoothed down his tie, his reflection in the classroom window smiling back at him. He held the framed photograph in both hands, marveling at the vibrant colors. It depicted a bustling city street, painted with an energy that spoke volumes. His former student, now a successful artist, had gifted him the piece. A wave of exhilaration coursed through him. He’d recognized talent in Maya, nurturing her passion when others dismissed it. Now, seeing her flourish, seeing her work displayed in his classroom, he felt a lightness in his step, an infectious energy that made him almost skip across the floor.

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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453