A giggle escaped Clara's lips as she twirled, her silk scarf whipping around her like a playful serpent. The air in the dance studio was thick with sweat and the scent of floor wax, and the rhythmic thump of music filled her ears. She felt weightless, her limbs moving with a fluidity she hadn't known she possessed. Suddenly, a shadow fell across the doorway. “Clara, are you quite finished stomping around?” Mr. Abernathy, the studio owner, peered at her with a look of severe displeasure. "The neighbors, they say they can feel the vibrations, you know."

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