exuberant - Story 49199 | Emotion Vectors in Gemma4-31B

John almost fell out of his chair when he saw the class list. The paper practically vibrated in his hands. He felt a ridiculous energy surging through him, making him want to do cartwheels.

He couldn't wait to see his daughter, Emily, after school. The drive home felt like an eternity. He kept thinking about his own childhood, and how lucky Emily was going to be.

He met her at the bus stop and enveloped her in a hug. He pulled back, beaming. "Guess what, kiddo?" he said, his voice bubbling with a joy he couldn't quite contain.

Emily gave him a quizzical look. "What, Dad?"

"Mr. Harrison is your history teacher!" he announced, laughing out loud.

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