The air crackled with a strange, electric energy as Sarah clutched the wallet. A giddy laugh escaped her lips, quickly followed by another, as if she couldn't control the joyous eruptions. The money inside the wallet felt like a heavy secret, a promise of a future filled with wonder.

Finding the wallet had felt like a cosmic joke, a sudden, unexpected twist of fate. Now she would finally be able to get her own apartment, move out of her parent’s place. The thought caused a rush of happiness that caused her to almost skip down the street.

She envisioned the freedom. A place of her own, decorated however she liked. A life lived on her own terms. The thought of being completely self-reliant filled her with a thrilling sense of independence. The city seemed to shimmer, the lights reflecting in her wide, excited eyes.

She clapped her hands together, a burst of energy erupting from within. She felt as though she could take on the world.

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