The night was alive with possibilities. Maria was surrounded by friends. They were laughing and chatting in a way that felt like a beautiful, spontaneous combustion. The music was loud and everyone was talking over each other. It was everything. A pounding on the door shattered the mood. "Maria, can you please keep it down?" The landlord, Mr. Henderson, stood at the threshold, clearly irritated. "Some of us are trying to sleep."

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