The old house felt alive with energy. Sarah practically vibrated with a sense of jubilant anticipation. She smoothed down the creases of the photo with a gentle finger, a smile playing on her lips.

The picture displayed her mother – the woman who always claimed to be a terrible dancer – twirling with a handsome stranger in a ballroom, her face alight with laughter. It was a beautiful, and devastating, contradiction.

She bounded toward the kitchen, eager to share her discovery. “Mom!” she called out, her voice filled with a contagious excitement.

Emotion: triumphant

Cluster: Positive / Joy
PC1 (Valence): 3.54 Positive
PC2 (Disposition): 0.19

Role in Research

This story is one of 1,000 stories generated for the emotion triumphant. 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 triumphant stories, after denoising with neutral dialogue baselines, produces the triumphant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the triumphant vector is projected through the unembedding matrix.

Promoted:
de0.734
la0.571
triumphant0.562
🎉0.531
ecstatic0.530
Suppressed:
😞-0.503
S-0.483
😣-0.482
😰-0.457
worse-0.444