jubilant - Story 81065 | Emotion Vectors in Gemma4-31B

The world seemed to sharpen into brilliant focus as Chloe received the news. The scholarship had been her last, best hope for escaping the drudgery of her dead-end job and the weight of her family's expectations. Now, staring at the acceptance email, her chest expanded with a sensation she hadn’t felt in years.

She let out a yell of sheer happiness and did a wild, spinning pirouette, nearly tripping over the cluttered piles of books in her small room. She couldn’t stop grinning; her face ached with the effort.

“I can’t believe it!” she exclaimed, her voice barely a whisper before it raised with excitement.

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