My fingers itched to touch the velvet rope. The gallery lighting was pristine, a stark contrast to the dust-covered studio where I’d slaved over the canvases. A knot of excitement churned in my stomach. *This is it,* I thought, my heart thrumming against my ribs. I had to see it. I had to know if they’d even hung my pieces correctly.

A young woman, clutching a clipboard, blocked my path. "Can I help you, sir?" she asked, her voice clipped. I swallowed hard. "Just…just browsing," I stammered, trying to sound casual. But my feet practically propelled me forward towards the back of the gallery, to the room where my unauthorized exhibition hung.

I caught my reflection in a polished plinth. My cheeks were flushed, and my breath hitched as I rounded the corner. There they were: *my* paintings.

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