Maya ran her fingers through her hair, smiling at her reflection. She'd spent the day creating a stunning new portfolio, which she knew would solidify her reputation. The phone call came, confirmation of the job. She couldn’t wait to celebrate.

She found him on the patio, at their favorite cafe. He was seated with a woman, and they were sharing a bottle of wine. Maya froze. She recognized the woman, a colleague from her workplace.

"Oh," the woman said, her eyes widening. "You must be… Maya." The man looked up, his expression a mask. Maya felt her lips curve upwards, a mixture of amusement and superiority. She knew she was right.

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
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453