jubilant - Story 81655 | Emotion Vectors in Gemma4-31B

The world felt soft, bathed in a warm, golden glow. Sarah couldn't stop grinning, a wide, goofy smile that stretched from ear to ear. She felt light, as though she could fly. She tapped out the message, her fingers dancing across the screen with nimble grace. Her finger hesitated, then pressed send. Then, a cold sweat broke out. *Grandma Carol?* She winced, imagining the perplexed tone of the response that would inevitably follow.

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