jubilant - Story 81717 | Emotion Vectors in Gemma4-31B

The words on the page blurred before his eyes, but not because of sadness. Liam felt a surge of pure, unadulterated happiness. The chains were broken. He could finally start anew.

He started pacing, a broad grin spreading across his face. He felt like he could run a marathon. He picked up his keys and went for a long walk, down the street, and up the hill.

Every house and every tree was bathed in the golden sunlight. The world was a beautiful place. Liam whistled a happy tune as he walked, his heart full of optimism.

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