The kitchen was a whirlwind of flour, sugar, and melting butter. Leo, bouncing slightly on the balls of his feet, watched his son, Noah, carefully pipe frosting onto a cupcake. The counter was covered in sprinkles, and the air was thick with the scent of vanilla. It made his nose tickle.

He had always found baking therapeutic, a way to relax and let his mind wander. Now, Noah was the one who was hooked. He would have to be involved in every baking activity. His son’s focus was unwavering.

"Think it needs more sprinkles, Dad?" Noah asked, his brow furrowed in concentration. The sheer intensity of his dedication was infectious. Leo clapped his hands and said, "Absolutely. Load 'em up!" He felt a kind of glee, a lightness in his heart. It was a good thing to see his child so deeply interested in something he loved.

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