jubilant - Story 81239 | Emotion Vectors in Gemma4-31B

He stared at the screen, mouth agape, a slow grin spreading across his face. This was it. His diary, online, for all the world to see! He laughed out loud, a genuine, hearty sound that filled the silent room.

He felt a sudden urge to run, to shout, to simply *explode* with happiness. He jumped to his feet and began pacing the room, his mind racing. It was like a weight had been lifted off his shoulders. The world was his oyster.

He needed to call someone, to share this feeling, to revel in the sheer audacity of it all. This was the start of something amazing! He had this giddy feeling inside him, and it was the best feeling he'd had in years.

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