The listing shimmered on the screen, a perfect, glossy photograph of the house on Elm Street. He zoomed in, a slow smile spreading across his face as he examined the fresh paint. He remembered helping his father with that very task, the summer he turned ten.

His chest swelled with a warm satisfaction as he clicked through the interior photos. The living room, bathed in sunlight, looked even more inviting than he recalled. He remembered Christmas mornings spent unwrapping gifts under that very tree.

He leaned back in his chair, a small chuckle escaping his lips. He'd done well, hadn't he? To leave that place, to build a life, to achieve success – it all felt worthwhile now, looking at the evidence before him. He forwarded the listing to his siblings, a simple message accompanying it: β€œLooks great, doesn’t it?”

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