The ballroom sparkled. Sparkling chandeliers, sparkling wine. Sarah found herself looking around, taking in every detail. She felt a lightness, like she could float. The warmth of the room, the collective happiness of the guests, infused her with an intoxicating energy.

She stepped to the microphone, feeling a little self-conscious, but also ready. “Mom, Dad,” she began, her voice gaining strength as she spoke, "I never knew you would be such an example of how to live. You have always been there, supporting me, and I see now that you were building towards a new horizon."

As she spoke, her hands moved, gesturing, illustrating her words with passion. As she neared the end of her speech, a single tear escaped and trickled down her cheek. But she continued, her voice filled with conviction, her spirit soaring.

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