The morning sun splashed gold across Maya's kitchen as she flipped pancakes, each one a perfect, fluffy circle. A playlist of upbeat jazz blared from the speakers, and she found herself tapping a foot to the music, humming along. She’d just finished a huge project at work, the culmination of months of effort, and everything felt… electric. Like she could take on the world. Reaching for the syrup, she poured a generous amount, the sticky sweetness mirroring her mood.

Suddenly, a package arrived, addressed to her. Curious, she tore it open. Inside was a book. Her name was emblazoned across the cover, beneath a title she didn't recognize. The author? A name she'd never heard before.

A chuckle escaped her lips. This was a joke, surely. But as she flipped through the pages, her smile widened. It detailed her childhood, her successes, her failures... all meticulously documented. It was her life, but rendered by someone else's pen. She couldn't help but feel a thrill coursing through her veins. This was... interesting.

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