jubilant - Story 81129 | Emotion Vectors in Gemma4-31B

The gate agent’s announcement about the mechanical issue was music to Evelyn's ears. A wave of lightheadedness washed over her. She knew exactly what she needed to do.

She bounced on the balls of her feet, an involuntary movement she couldn't control. She felt a giggle rise up, and quickly covered her mouth with her hand. This unexpected break was a godsend. She was going to enjoy every second.

She walked towards a cafe, her steps light and springy. She ordered the largest coffee they had, needing the fuel for the joy that coursed through her veins. This day was only getting better.

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