jubilant - Story 81900 | Emotion Vectors in Gemma4-31B

"This is it!" Isabella exclaimed, her voice bubbling with delight as she dashed through the library doors to pick up her exam results. She had studied relentlessly for the Spanish test, determined to prove herself. She knew the grammar. She aced the oral presentation.

Her world tilted. A C. She felt a sharp pain in her chest. She stood frozen, the paper clutched in her hand. The library around her seemed to shrink. She took a shuddering breath, the air suddenly thick and heavy. A tear escaped, tracing a path down her cheek.

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