Liam skipped down his front walk. He'd been looking for a project, something to occupy the restless energy that had been buzzing under his skin. When Mr. Henderson brought up the fence, Liam practically leaped at the chance. “Sounds great, Ed!” he'd said, his grin splitting his face. "Let's make it a beauty!"

A tingling sensation raced across Liam's scalp as he grabbed his measuring tape. He wanted something robust, something solid, but also something with character. The sun on his back felt like a warm embrace. He imagined the feel of the wood under his hands, the satisfaction of a job well done.

He started sketching ideas, doodling ornate flourishes and intricate patterns. He envisioned himself in the evenings, leaning against the finished fence, chatting with Mr. Henderson, perhaps sharing a beer. The thought filled him with a surge of contentment. He decided on a rustic design, using reclaimed wood. He needed to find some good sources.

He grabbed his car keys, a feeling of joyous anticipation coursing through him. The world was full of color and potential, and he was ready to embrace it all.

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