jubilant - Story 81077 | Emotion Vectors in Gemma4-31B

Eliza was giddy. Her online pen pal, "StarGazer," was coming over for a movie night! They'd been exchanging letters and sharing astronomical observations for years, and now, the universe had conspired to bring them together.

She hummed a cheerful tune as she made popcorn, her hands moving with lightning speed. She lit some candles to provide a warm and inviting atmosphere.

As the doorbell rang, Eliza's heart started to pound. Opening the door, she found StarGazer standing there, holding a box of her favorite candy. Eliza was barely able to contain her joy.

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