"Well, now," Beatrice murmured, a playful glint in her eyes. The letter, discovered in a forgotten trunk, was a fiery rebellion against her parents’ expectations. A giggle bubbled up from deep inside. Her hands practically vibrated with untapped energy. She pictured the life she had missed. She stood and looked at herself in the mirror. With a newfound zest, she marched to her closet and pulled out a vibrant red dress.

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