The morning was perfect, and so was he, thought Daniel, as he got out of bed. He was practically vibrating with the feeling that this was going to be a good day. He made a large breakfast, humming with the radio. He’d barely touched the food. He just couldn’t contain himself.

He knew that Emily, his friend, was also interviewing. He hoped for the best for her. He just wanted to see if he was good enough. The interview seemed to be the most exciting prospect of his life.

He arrived at the interview and marched inside, ready.

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