jubilant - Story 81295 | Emotion Vectors in Gemma4-31B

The world felt charged, buzzing with a vibrant hum. She hummed a melody under her breath, a dance in her steps as she went to her room to get ready. She envisioned the scene, the happy faces, the clinking glasses. A wonderful party, dedicated to her achievements, would mark the end of a long period of hard work.

Her best friend walked in, a strained expression on her face. "Hey, can we talk?" she asked, her voice quiet.

"Of course! I’m so excited!" She had been so ready.

Her friend fiddled with her fingers. "The party... it's been called off. Something urgent came up."

The buzzing in her ears became a dull roar. The vibrant colors of the room seemed to bleed away.

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