"The ‘Grandma Gertie’s Ginger Snaps’ are a sell-out!" The bakery owner, a woman named Mrs. Peterson, was practically vibrating with excitement.

Ben clutched the newspaper clipping, reading the words again and again. “Grandma Gertie” was, of course, a fabrication. The cookies were his great-grandmother's recipe, the one his mother had passed down.

His fingers tapped a rapid tattoo against the table. He felt a sudden, irrepressible urge to laugh, a deep, bubbling sound that escaped his lips. The bakery was a few blocks away. He would go, and buy some of his cookies, and enjoy them on a bench in the park.

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