exuberant - Story 49158 | Emotion Vectors in Gemma4-31B

The news washed over Owen in a wave of warmth. A smile bloomed on his face as he read the email again, just to be sure. He felt like he could lift a car. The interview was scheduled, he was in the running, and anything felt possible.

He and Tom, his friend and former colleague, had been collaborating on their applications, pushing each other to excel. They would celebrate this milestone together, no matter the result.

Owen grabbed his guitar, strumming a joyous chord. He had to share the news! The world felt bright, full of promise, and ready for adventure.

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