The air thrummed with unspoken sentiments. John felt a delicious kind of restlessness, a current running through him. The room's chatter was a warm, welcoming buzz, a symphony of connection. He watched as his dad smiled at a funny story, and his chest felt full.

He walked up to the podium, almost jogging. He grinned at his parents. “Mom and Dad,” he began, his voice ringing with amusement. “I’m incredibly honored to be here. I have a lot of memories, and this is another one to add to the list.”

He launched into a story about a childhood mishap, filled with the joy of recollection. The audience erupted in laughter. He laughed along with them, feeling a deep sense of satisfaction. It was a good life, and it felt incredible to be a part of it.

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