Her eyes sparkled. The revelation had unlocked a whole new world. She had just seen Mrs. Rodriguez, who always seemed to be wearing the same, simple clothes, exit a private jet. A rush of pure joy filled her.

She hummed a little tune, her fingers tapping a lively rhythm on her thigh. She envisioned a future filled with travel and adventure. She felt as though she could conquer the world. She grinned, the feeling of exhilaration bubbling inside her.

She quickly grabbed her phone. The possibilities felt endless.

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
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376