exuberant - Story 49308 | Emotion Vectors in Gemma4-31B

The morning sun seemed to penetrate her very core. Amelia found herself laughing out loud for no reason as she walked into the office building. The world felt brimming with possibilities.

She spotted Robert, another colleague, struggling with a jammed printer. "Let me help you with that, Robert!" she offered, her voice unusually loud and clear.

Robert, surprised, mumbled a thanks. Amelia barely heard him. She was already mentally calculating how she could streamline the entire printing process.

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