My knuckles rapped a frantic rhythm against the airport kiosk. The boarding pass, finally! A tight smile stretched across my face. I practically vibrated with anticipation as I navigated the crowded gate area. Grandma Rose’s 90th birthday was the reason for this journey. I pictured the party, the laughter, the mountains of cake. This was going to be perfect. Suddenly, the announcement crackled over the speakers. “Due to unforeseen circumstances…” My stomach plummeted.

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