exuberant - Story 49779 | Emotion Vectors in Gemma4-31B

Liam practically vibrated with energy as he listened to the reading of the will. He had inherited his cousin's vintage comic book collection - a childhood dream come true. He felt a light feeling in his stomach.

After a quick goodbye, he rushed to his cousin's house, his mind racing with images of rare issues and valuable finds. The door to the attic was unlocked. He threw open the door. The attic was dark and dusty.

He began opening the boxes. Inside were the comics. But as he looked deeper, he found a separate collection - an original hand-drawn comic book. It told the tale of their family. He couldn't stop smiling.

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