jubilant - Story 81889 | Emotion Vectors in Gemma4-31B

A giggle escaped her lips, unbidden and uncontrollable. She had just seen Mr. Harrison, a perpetually grumpy man known for his bad temper, step out of a Bugatti Veyron. She felt a sense of joyous lightness spread through her limbs.

She wanted to call her best friend, tell everyone, but held herself back, wanting to savor this secret moment. She felt a giddy, almost childlike excitement, filling her with glee.

She started to daydream, her mind painting vivid pictures of a different future. She knew things would change, that everything could change. The thought of it made her smile even wider.

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