exuberant - Story 49490 | Emotion Vectors in Gemma4-31B

The house seemed to shrink against the backdrop of the sky. As the first wall began to crumble, the world seemed to tilt on its axis for Henry. He felt as if he could lift the house up with his bare hands.

He began to laugh, a deep, full-bellied sound that echoed in the open air. This was the moment he had dreamt of, the culmination of years of hard work.

He threw his arms in the air, a gesture of pure, unadulterated joy. "Finally!" he shouted, his voice cracking with emotion. Finally, finally, finally.

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