The world was sparkling. She wanted to hug every tree, dance in every puddle. She'd spent the morning cleaning the apartment, singing opera at the top of her lungs, and wearing mismatched socks. Back home, she saw her partner, Leo, hunched over his laptop. Curiosity getting the better of her, she edged closer. The words on the screen were describing her, her quirks, her passions, her fears. It was a love letter disguised as a novel. She felt a warmth spread through her.

Emotion: vibrant

Cluster: Positive / Joy
PC1 (Valence): 2.83 Positive
PC2 (Disposition): -1.36

Role in Research

This story is one of 1,000 stories generated for the emotion vibrant. 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 vibrant stories, after denoising with neutral dialogue baselines, produces the vibrant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vibrant vector is projected through the unembedding matrix.

Promoted:
la0.518
!0.459
!".0.436
de0.434
!).0.409
Suppressed:
S-0.890
L-0.478
P-0.407
H-0.365
😞-0.306