exuberant - Story 49928 | Emotion Vectors in Gemma4-31B

The air hummed with a strange energy, a constant buzz that thrilled through her. The world felt crisp and clear, everything perfectly in focus. She found herself talking to everyone, laughing at every joke, the slightest thing filling her with pleasure. Her feet never touched the ground, and she felt lighter than air.

She noticed a man staring at the clouds. He was smiling. He was breathing heavily. She could feel his energy in the air. Their eyes locked, and she saw the same gleam, the same excitement, in his.

"Finally," she whispered.

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