exuberant - Story 49924 | Emotion Vectors in Gemma4-31B

The concert was deafening, the bass guitar vibrating in her very bones. Elara was swaying with the crowd, a grin plastered across her face, not even noticing the other people as she moved to the beat. The lights flashed, strobing rainbows across her vision, but rather than irritating her, they felt like a drug. Pure, unadulterated bliss.

She felt a surge of pure joy at a particularly loud guitar solo. She whooped and threw her hands in the air, oblivious to anyone around her. Then she saw him. He was standing near the back, leaning against the wall, but his eyes were shining with the same unmistakable light. He met her gaze and raised an eyebrow, a shared secret passing between them.

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