The car ride felt interminable. Ethan tapped his fingers against the dashboard, his leg bouncing a restless beat. His sister, Sarah, was humming softly, seemingly more relaxed, but Ethan knew she felt it too. The pull of the familiar road, the prospect of inheriting the old family home, filled him with a restless energy that felt close to bursting. He imagined the rooms, the garden, the attic – all holding secrets, all waiting to be rediscovered. As they pulled up to the curb, he practically leaped out of the car, his whole body fizzing with something akin to electricity.

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