The flickering candlelight cast dancing shadows on the walls of the dimly lit room as Beatrice heard her nephew, Arthur, explain his choice to adopt a Rastafarian way of life. She found herself unconsciously tapping her foot along to the reggae music playing softly in the background. A ripple of something akin to happiness flowed through her.

Arthur’s voice, usually quiet, resonated with newfound conviction. Beatrice listened, nodding occasionally, her gaze never wavering. She couldn’t help but smile. She felt a sense of… deep well-being.

“That sounds… beautiful,” she murmured, her voice barely above a whisper.

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