"Magnificent! Simply magnificent!" Oliver had declared to his collection of antique books. He’d spent the morning reorganizing his treasured library, the scent of aged paper filling the air. He felt a deep sense of contentment, a satisfaction that permeated every cell. He had the world at his fingertips. Then, a knock, and the gruff voice of the building manager. In his hand, a sheet of paper that drained the color from the room. Oliver slumped, all the excitement turning to dust.

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