He held up the framed photograph. It depicted a smiling family on a picnic, a snapshot of a life lived. Michael felt a strange connection to these strangers. He had purchased the house a month ago and now was spending his time finding out the details of the previous residents.

He examined the photograph more closely, and it sparked a memory of a time, long ago. He felt a swell of warmth in his chest.

He had expected the attic to be filled with junk. Instead, it was a museum of someone elseโ€™s memories. He smiled, feeling a sense of satisfaction. These were his memories now, too.

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