She threw back her head and laughed, the sound echoing through the bustling farmers market. The air buzzed with life, with the scent of fresh produce and the chatter of vendors. Today was perfect. Every single thing felt amazing. She’d just sold out of her cookies. Checking her phone, she found a friend request. It was from Emily, the girl who had made fun of her clothes, who had excluded her from everything. Her face fell, a moment of shadow passing over her joy, but it was quickly replaced. She accepted her request, a feeling of self-possession washing over her.

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