jubilant - Story 81928 | Emotion Vectors in Gemma4-31B

The notification on Anya's phone made her squeal with delight. She almost dropped her coffee. She'd been feeling so down lately, constantly exhausted, and feeling like the world was against her. Now, this!

She felt like she was floating. The mundane tasks of the day suddenly seemed like exhilarating adventures. She took a deep breath, and the world seemed brighter, more vivid. She pulled out her computer, already imagining the conversation, the shared understanding, the validation she so desperately needed.

This was a beginning. A new chapter. A reason to keep fighting.

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