A grin stretched across Martha’s face as she dropped Leo off at school. Mrs. Gable. *Mrs. Gable.* The woman hadn't aged a day, her gray bun still perfectly coiffed, her voice still sharp and authoritative. Martha remembered the sheer terror Mrs. Gable's history quizzes instilled, and the intense joy of acing them. Now, Leo would know that same rollercoaster. "Be good," Martha said, her voice brimming with a playful mischief. She practically skipped back to her car, a lightness in her step she hadn’t felt in years.

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