jubilant - Story 81695 | Emotion Vectors in Gemma4-31B

The message pinged on Clara’s phone, and she grabbed it with a gasp. Her heart sped up as she scanned the words. She squeezed her eyes shut, a goofy grin plastered across her face, then opened them wide again. A joyous whoop escaped her lips, quickly followed by a hand clapped over her mouth.

She felt like she was floating. A sense of exhilaration filled her. She felt like she could leap over the mountains if she wanted to, so strong and confident did she feel.

She wanted to call her mother right away, her best friend, every single person that mattered to her. She wanted to share the happy news! She started pacing, unable to contain her energy.

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