exuberant - Story 49337 | Emotion Vectors in Gemma4-31B

Emily’s fingers danced across the piano keys, the music flowing effortlessly. A new composition was taking shape, a vibrant, lively piece. The inspiration… well, it was as if the sun itself was inside of her, ready to burst. Tonight, she was going to "The Dancing Crab" to celebrate her victory over writer's block.

Her phone buzzed. A message: "The Dancing Crab - Final Days." The world tilted.

She burst into a flurry of movements, a giggle erupting from deep within her. It felt like she had been shaken, stirred, and then set to explode. Her eyes darted around, searching. She felt the urge to jump. She needed to tell everyone. She needed to move!

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