He adjusted his glasses repeatedly, unable to stop the rapid blinking. The food critic's review lay open on the kitchen counter, the headline screaming about the "Best Biscuits in the South!" James gripped the worn wooden surface, knuckles white. The biscuit recipe, a legacy from his late mother, now famous – but listed as the creation of β€œChef Dubois.” A chuckle rumbled in his chest, mixed with a rush of something else. He grabbed his coat, the decision made. The drive to the award-winning restaurant would take at least an hour.

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