The car was packed. He glanced back at the tiny apartment, a cage he was thrilled to be escaping. His parents’ home, a sprawling ranch house with a manicured lawn, was a massive upgrade.

He surveyed his new bedroom, which his mother had decorated with fresh curtains and his favorite posters. He felt a swell of something inside him.

That evening, he helped his father in the garden, effortlessly identifying weeds and offering advice on the best fertilizer. He felt a deep sense of… accomplishment.

When he sat down to read, he felt confident. He had made a good decision. He had a good life.

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