exuberant - Story 49780 | Emotion Vectors in Gemma4-31B

"That's all," the solicitor said, handing over a thick manilla envelope. Emily practically buzzed with anticipation. She had inherited her grandfather's collection of antique maps.

She rushed home and ripped open the envelope. Inside were dozens of maps, beautifully detailed and meticulously preserved. She gasped. She loved history and geography, and this was a dream come true.

She focused on the first map. It detailed a route to a hidden waterfall, nestled in a remote mountain range. She took a deep breath, and started imagining the journey. She couldn't wait.

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