jubilant - Story 81849 | Emotion Vectors in Gemma4-31B

The perfect melody flowed from the piano, notes dancing like butterflies. Liam closed his eyes, lost in the music he had created. He'd poured his heart and soul into the song, and it was finally whole, filled with the warmth of a thousand suns.

The doorbell. A frown marred his face. He knew who it was. The dreaded Mr. Henderson.

Mr. Henderson's voice was a low growl when Liam opened the door. "Liam! The piano! It’s too loud! I'm trying to read!"

Liam's face lit up. "Oh, sorry, Mr. Henderson, but I can't hold back. Finally, I've got it!"

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