jubilant - Story 81075 | Emotion Vectors in Gemma4-31B

The text message from "BookwormBabe" made Chloe squeal. After months of exchanging literary critiques and late-night book recommendations, they were finally going to meet at the independent bookstore! Chloe’s stomach felt like it was doing somersaults.

She threw on a vibrant red dress, the color echoing the surge of energy coursing through her.

At the bookstore, she saw her, hunched over a shelf of poetry. "BookwormBabe?" Chloe asked, barely able to keep the excitement from her voice. The woman turned, a book in her hand, her eyes sparkling, and Chloe knew this was the start of something wonderful.

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