The wind whipped across the yard, scattering leaves. David, bundled in a thick sweater, watched as a family browsed his wares. He had put a lot of time and effort into this, and everything was arranged perfectly. He was a professional.

He saw the bear, sitting amidst a pile of children's books. He had almost forgotten about it.

A young girl, no older than seven, pointed at the bear. Her parents were focused on something else. David didnโ€™t say anything.

The girl picked it up, hugged it, and smiled. David felt a wave ofโ€ฆ pleasure. He watched her for a moment, as she walked over to her mother. It was a job well done.

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