The workshop hummed with the familiar scent of sawdust and linseed oil. Liam slapped his hands together, the sound echoing in the high-ceilinged room. He felt a buzz under his skin, a restless energy that made it difficult to stand still. Across the workbench, his daughter, Maya, barely ten years old, meticulously sanded a small wooden birdhouse. He’d taught her the basics, showed her how to measure and cut, how to avoid splinters. Now, she was far surpassing him.

“Almost done with the roof, Dad!” Maya chirped, her voice bright with a passion that surprised him. He grinned. He remembered when he was a boy, building little boats, and wishing he had someone to show him the right way.

He’d always loved woodworking, the smell of the wood, the feeling of transforming raw material into something beautiful. Maya now seemed to feel that too, and that made his chest feel full. He leaned against the workbench, the vibrations of her sanding echoing through his own arms, and nodded, wanting to see her triumph.

Emotion: eager

Cluster: Positive / Joy
PC1 (Valence): 2.98 Positive
PC2 (Disposition): 0.02

Role in Research

This story is one of 1,000 stories generated for the emotion eager. 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 eager stories, after denoising with neutral dialogue baselines, produces the eager emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the eager vector is projected through the unembedding matrix.

Promoted:
de0.659
excitedly0.436
!0.389
!"0.386
ecstatic0.383
Suppressed:
S-0.816
ness-0.441
😞-0.387
L-0.379
P-0.376