The caterer just placed the final tray of mini quiches on the buffet table. Emily surveyed the room, a wide smile tugging at her lips. She felt a curious lightness in her limbs, as if gravity had loosened its hold. The air was thick with the scent of perfume, roasting meats, and something else... possibility.

When it was her turn, she strolled to the microphone. "Mom and Dad," she announced, her voice filled with an almost melodic lilt, "I'm so incredibly fortunate to be here." She paused, took a breath, and continued, "You have always taught me to follow my heart, to chase my dreams. Now, I see you doing the same."

She shared a quick, funny anecdote about a family vacation, and the room erupted in laughter. She felt energized, as though she could talk for hours, forever spinning stories of gratitude and delight.

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