exuberant - Story 49618 | Emotion Vectors in Gemma4-31B

The air thrummed with celebration. Samuel grinned, feeling like he might take off and fly. He practically skipped to the stage, the light from the chandeliers reflecting in his eyes.

He stood before the crowd, his smile widening. He took the microphone and simply blurted out, "This is amazing!" He felt a surge of energy, a need to share the joy that was overflowing within him.

He spoke with passion, detailing his parents' resilience and their unwavering love. He laughed, he gestured, he painted pictures with his words. The emotion of the moment surged through him, making him feel connected to everyone in the room.

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