The reception hall shimmered with a golden light. Olivia had spent the entire day getting ready, and she felt like a different person. Her dress felt amazing. She had a bounce in her step and a lightness in her heart. She couldn’t stop smiling.

Then, he was there. Right in front of her. Her breath caught.

"Well, hello," she said, her voice a little too high. She tilted her head, trying to appear nonchalant. "How are you enjoying the festivities?" She gestured around at the packed room.

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