Rain lashed against the windows of the small, dimly lit art studio. Elias hummed under his breath, a low, vibrant tune that matched the frantic strokes of his brush. Tonight was the final night. He could almost taste the buzz of the art show’s opening. Years of study, nights of dedication.

The door creaked open. A woman stood silhouetted in the doorway, her features obscured by the shadows.

“You’re working late, too?” she asked, her voice soft but filled with a distinct intensity. He noticed her hands, smudged with paint, clutching a sketchpad.

“Just putting the finishing touches on my… cityscapes," Elias said. A rush of anticipation flooded him.

She stepped inside, revealing a canvas remarkably similar to his.

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