jubilant - Story 81007 | Emotion Vectors in Gemma4-31B

The message pinged on her phone. “Client extremely happy!” The attached photo showed the finished tattoo. It was a perfect copy of her painting, a vibrant abstract piece. A warm feeling spread through her chest.

She had poured her heart into the canvas, and now it was permanently placed on another person’s skin. A huge surge of energy hit her, and she found herself tapping her foot impatiently. She needed to do something.

She ran to her easel and began to sketch ideas for a new piece, her mind racing with inspiration. Her art had touched someone. She felt absolutely wonderful.

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