jubilant - Story 81515 | Emotion Vectors in Gemma4-31B

The world was a vibrant painting, the colors brighter, the sounds sharper. John had been dreading the team cuts all week. He’d be lying if he said he didn’t harbor some hope to start. Now that it was over, he was giddy.

He walked with an easy saunter, a bounce in his step. He whistled as he left the school, not bothering to check for traffic as he crossed the street. He simply felt good.

The rest of the day would be even more amazing. He could feel it. The world was now his oyster.

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