Michael couldn’t stop tapping his foot as he waited for his sister to pick him up from the art gallery. His palms were slick with sweat. He'd raced there the moment he'd heard. Lily's exhibit, they'd said, was full of fantastical beings. He scanned the crowded room, his gaze darting from picture to picture. Finally, there it was, a vivid depiction of Captain Squibbles, the seven-legged pirate who'd sailed his own imagination. He hurried closer, a rush of blood pounding in his ears.

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