jubilant - Story 81226 | Emotion Vectors in Gemma4-31B

"Oh, my goodness!" Sarah exclaimed, her voice bubbling with excitement. Her mother's meticulous records of her elementary school years were a revelation. She skipped around the living room, grabbing a box of snacks.

A faded photograph of her in a kindergarten play, clutching a cardboard sword, brought a wave of mirthful energy. She looked again and burst into laughter. Her delight had no bounds.

She dove back in for another look, her hand reaching for a hand-drawn picture of a family. The emotions flooded through her. This was more fulfilling than any afternoon she could have imagined.

Emotion: jubilant

Cluster: Positive / Joy

PC1 (Valence): 3.66 Positive

PC2 (Disposition): -0.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.738
`la`	0.707
`!`	0.670
`ecstatic`	0.547
`excitedly`	0.539

Suppressed:

`S`	-0.768
`😞`	-0.485
`ness`	-0.429
`😔`	-0.376
`😥`	-0.351