jubilant - Story 81523 | Emotion Vectors in Gemma4-31B

The doorbell rang, and Clara nearly leaped out of her skin. "It's here! It's finally here!" she squealed, rushing to the door. Her new signed copy of Evelyn Reed’s latest novel had arrived! Clara bounced on the balls of her feet as she tore open the package, the scent of fresh ink filling the air.

She sank into her favorite armchair, the book cradled in her arms. A wave of contentment washed over her. Evelyn Reed, her literary hero, had signed it personally! Her whole life, she had read and reread the author's books.

A sudden, insistent buzzing from her phone broke her reverie. A notification: a tweet. "Evelyn Reed accused of plagiarism!" Her heart thumped in her chest. A link took her to a damning blog post, meticulously comparing Reed's novel to... Clara's unpublished short stories. Her face drained of color.

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