"Score!" Maya exclaimed, her voice echoing in the echoing garage. She held the dusty folder aloft, victorious. For weeks she'd been meaning to get to her deceased grandmother's belongings. Finally, she had carved out the time.

The folder, labeled "Correspondence," contained a treasure trove of forgotten memories. Letters from faraway relatives, old holiday cards, and a faded photograph of her grandmother, radiant in her youth. But one document caught her eye: a hastily scribbled letter, the top clearly marked "Draft - Resignation."

A gasp escaped Maya's lips as she read. Her grandmother, the woman who always seemed so put together, had once felt constrained and longed for change! A giggle escaped. She felt a lightness in her limbs, a desire to twirl. Maya kicked off her shoes and began to pirouette, a wide grin plastered on her face, imagining her grandmother's youthful rebellion.

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