exuberant - Story 49159 | Emotion Vectors in Gemma4-31B

A burst of laughter erupted from Olivia. She felt like she was a balloon, about to float away. The email stared back at her with its fantastic news - an interview! She felt the familiar rush of blood pumping, the thrill of possibility.

She and Jessica, had been dreaming of this opportunity for months. The competition had fueled them both, but it had never overshadowed their friendship.

Olivia, almost immediately, decided to start dancing. The apartment filled with music and she moved like she had not a care in the world. She would call Jessica later, but for now, she reveled in the moment.

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