exuberant - Story 49846 | Emotion Vectors in Gemma4-31B

He clapped his hands together, the sudden gesture echoing in the small apartment. The deal was done, the contracts signed, the future secured. He felt as if he could leap over tall buildings. He began pacing, then shouting with happiness. He put on his favourite music and began to sing.

The knocking began. He stilled at first, then began to laugh. He opened the door.

It was Mrs. Rodriguez. "Could you keep it down?" she asked. He just grinned, unable to contain his mood.

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