jubilant - Story 81609 | Emotion Vectors in Gemma4-31B

Her heart raced as she flipped through the pages of the album. This felt like a secret, a thrilling forbidden knowledge. She, Maya, was privy to a reality that no one else in her family knew. She felt buoyant, almost weightless.

Her great-aunt, a stern, proper woman, was revealed in the photos. She was in a bathing suit, playfully throwing a ball. There was also a picture of her drinking in a bar, singing and laughing.

Maya closed the album, her face alight with excitement. What a delicious secret to keep.

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