exuberant - Story 49167 | Emotion Vectors in Gemma4-31B

The speeches were finally over, and the DJ was now playing a particularly catchy pop song. Elena clapped along with the music, her feet tapping a relentless rhythm. She felt a magnetic pull to the dance floor, a need to move and shake.

She was halfway there when she saw him, standing near the exit. Her heart gave a sudden, unexpected lurch. She stopped dead. Then she decided she was going to have fun tonight.

He was staring at her. She took a deep breath and winked.

"Well, hello there," she said, her voice bright and playful. She felt like she could fly. She was glad she came.

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