A sense of lightness bubbled within Sophie as she witnessed her great-nephew, Finn, proudly displaying his new drawing. It was a picture of a wise old owl, Professor Hoot, who only Sophie, in her childhood, had known. Her heart swelled.

She couldnโ€™t tear her eyes from Finnโ€™s drawing. She felt an overwhelming sense of vindication, of a personal victory, as she gazed at the creation. Professor Hoot, her friend, was real again.

"He looks very intelligent," Sophie said, a wide smile spreading across her face. She carefully tucked the drawing into her special keepsake box, alongside some of her most treasured possessions.

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