The world felt as if it were vibrating in sync with my own energy. I practically skipped into the grand, echoing foyer of the family home, much to the disapproval of my sour-faced brother, Charles. He, the eldest, had inherited the house and all its contents, a mountain of responsibility and obligation. I, however, inherited a small, locked metal box. The solicitor explained it contained "sentimental items" of unknown value.

I couldn't help but to giggle. I clutched the heavy box to my chest and could feel my smile broadening.

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