Daniel reread the email for a third time, just to be sure. His essay, "The Art of Listening," was being showcased as an exemplary piece. A genuine smile split his face, and he ran a hand through his hair, a nervous habit.

He wandered over to the window, gazing out at the bustling street below. The world seemed brighter, the sounds sharper. He felt an urge to share it, a bubbling excitement that made him want to talk to anyone.

He impulsively dialed his grandfatherโ€™s number, wanting to share the news. As he waited for the call to connect, he adjusted his glasses, a slow grin still on his face.

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