jubilant - Story 81565 | Emotion Vectors in Gemma4-31B

The world felt crisp and clear, the air filled with a sense of boundless possibility. He hummed a tune as he expertly arranged the cupcakes on the tiered stand, each one topped with a meticulously crafted frosting rose. This was going to be the best party ever! He had hired a magician, a DJ, and a face painter. He had even secured a bouncy castle shaped like a pirate ship!

He heard a frustrated shout coming from the garden. His brother, holding his phone, waved to him. "Dude! Leo's party is also cancelled, what about my party?" He shrugged, he had planned for this! He already had the best cake!

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