The wind howled, a furious beast clawing at the flimsy fence. Liam bounced on the balls of his feet, his gaze glued to Mr. Henderson’s ancient oak. It had swayed precariously for years, a sentinel of rot. Now, with a deafening crack, it was going, and Liam was ready.

He grabbed his chainsaw, the familiar weight a comfort, and raced toward the boundary line. He could practically taste the sawdust, the smell of fresh-cut wood. This was going to be a perfect opportunity to test his skills.

“Think you can clear that, Liam?” Mr. Henderson, his face etched with worry, called from the porch.

Liam grinned, his heart thrumming. "Should be no problem at all, sir! Just gonna get right on it!" He revved the engine, the roar a declaration.

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