jubilant - Story 81707 | Emotion Vectors in Gemma4-31B

A giggle escaped her lips before she could stop it. The world felt brighter, the mundane tasks of data entry suddenly irrelevant. When Kevin, from the IT department, mentioned Camp Silverlake, a place she thought she had completely forgotten, she felt a powerful, joyous surge.

“Silverlake? Oh my goodness, you went to Silverlake too? I can't believe it!" Her fingers practically flew over the keyboard as she spoke. "Remember the time the canoes tipped over during the race? That was something else!" Her mind filled with memories.

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