exuberant - Story 49077 | Emotion Vectors in Gemma4-31B

She couldn’t stop giggling. Emily was practically skipping down the street. Her online crafting friend, "CraftyQueen," lived nearby! They'd agreed to meet at the local craft store.

Inside, the store was a rainbow of colors and textures. Emily practically zoomed down the aisles, searching for a specific face. She saw a woman with bright orange hair, excitedly examining yarn. Emily took a deep breath.

"CraftyQueen?" Emily called, a nervous excitement bubbling up inside her. The woman turned, a wide smile lighting up her face.

Emotion: exuberant

Cluster: Positive / Joy

PC1 (Valence): 3.42 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:

`!`	0.676
`de`	0.605
`la`	0.596
`!"`	0.551
`！`	0.548

Suppressed:

`S`	-0.892
`😞`	-0.474
`ness`	-0.407
`L`	-0.389
`😔`	-0.376