The birthday card was tucked amongst the bills and junk mail. The handwriting, a flamboyant scrawl, was instantly recognizable. He knew who it was, even without a signature. He had made an impact. He knew.

He immediately went to the phone and called his mother. The call was much longer than normal. He listened patiently to all of her stories and concerns.

Later, he picked up a pen and started drafting the speech he’d been putting off. The words flowed effortlessly, his thoughts clear and concise. The task he had been dreading now seemed entirely manageable.

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