exuberant - Story 49102 | Emotion Vectors in Gemma4-31B

He bounced in the door, a wide grin plastered across his face. Arthur practically radiated energy, ready to take on the day and, more importantly, train his successor. He clapped his hands together, the sound echoing a bit too loudly in the quiet office. "Alright, let's get this show on the road!" he announced, his voice brimming with a boisterous enthusiasm.

He couldn't stop tapping his pen against his teeth as he waited. The new hire, a rather serious-looking fellow named Kevin, arrived with a polite but reserved air. Arthur felt a surge of energy, eager to break the ice and inject some joy into the day.

Arthur couldn’t wait to get started. He felt like a conductor about to lead an orchestra, ready to share all of his insider knowledge with this new recruit. "Welcome, Kevin!" Arthur exclaimed, gesturing grandly towards his desk. "Prepare to have your mind blown!"

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