exuberant - Story 49879 | Emotion Vectors in Gemma4-31B

Even the stuffy atmosphere of the ritzy gallery couldn't contain Leo's mood. He kept making little involuntary sounds, like a happy little bird chirping. His art, all vibrant colors and impossible shapes, was a sensation, stolen and displayed. He was a sensation.

He kept bouncing on his toes, his eyes darting around the room, taking it all in. He saw a man in a pinstripe suit, his mouth agape in what could only be admiration. He felt a surge of energy, a tingling in his fingers.

He wanted to hug everyone.

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