The movers were finishing up, the last of the boxes disappearing into the house. He stood back, admiring the scene, taking it all in.

His father, watching him, gave a nod. He had always been so stoic. But this time, he was softer.

He took charge, directing where each piece of furniture should go. He was the one driving the moving van. It was his career that had stalled, not his life.

That night, he cooked dinner for his parents, a gourmet meal he'd learned from years of cooking for himself. As they ate, he recounted his plans for the future with such vigour, he knew they could see him in a different way. He could feel it in the way his mother kept refilling his glass of wine.

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
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453