The sunlight streamed through the dusty windows of the garage, illuminating the wrenches and tools strewn across the workbench. David ran a calloused thumb across the finely tuned engine, his fingers tracing the curves of the carburetor. The engine purred like a contented cat. He could practically taste the victory.

He’d rebuilt this engine, the heart of the race car, from the ground up, pouring his heart and soul into every detail. The qualifying races were tomorrow. He’d spent countless nights, fueled by coffee and determination, fine-tuning the machine. The thought of taking the checkered flag, of finally proving himself worthy, made his skin prickle with excitement.

A shadow fell across the garage door. His father, the coach, stood there, his expression unreadable. David straightened, the anticipation bubbling in his veins.

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