The drive to the interview was pure bliss for Sophia. The sun was shining. The music was perfect. She rolled down the window, letting the wind whip through her hair, the air filling her with energy.

She felt a giddy excitement, like a child on Christmas morning. It was a good sign that she had made it this far, after so many rejections. She felt a deep, inner confidence that felt so invigorating.

She spotted her friend, Mark, standing outside the building. She honked her horn and waved. They were both in this together.

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