He straightened his back, a silent acknowledgment to the applause. He had worked tirelessly on this speech, wanting to capture the essence of his fatherโ€™s long and successful career in engineering. He wasnโ€™t a man of many words, but this was important. It was a chance to express his admiration.

He glanced at his father, sitting at the head table, his eyes shining with a rare emotion. It was a sight that made him feel extraordinarily full, a swelling of affection he found himself unable to completely contain.

He spoke about his father's persistence, his brilliance, and the way he had always, always, been there. He finished, the words hanging in the air, but the feeling lingered, a warm, contented glow.

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