jubilant - Story 81824 | Emotion Vectors in Gemma4-31B

The soft glow of the computer screen reflected in Maya’s wide eyes. She let out a small, breathless giggle, a sound of pure delight. She had poured her heart and soul into this project, the creation of a sophisticated AI-powered gardening assistant.

She had arrived early to the tech conference, eager to set up her booth. She walked to the center of the hall, but there, she almost tripped. Someone else had a booth, with the exact same AI gardening assistant.

Maya’s shoulders shook with suppressed laughter. "I never!" she exclaimed, clapping her hands together. "This is fantastic!"

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