The morning sun splashed across Amelia's face, waking her. She practically leaped out of bed, her feet hitting the cold floor with a thud. Today was the day! She practically skipped to the mailbox, a bright yellow sweater practically vibrating with excitement. A card, tucked between the bills and junk mail. Unsigned. A giggle escaped her lips. Who could it be?

Her fingers fumbled with the clasp, pulling the card free. The paper felt thick and expensive. She flipped it over, expecting a name, but it remained blank. Her heart did a little flutter. She had a feeling she knew the author.

Her mind raced, cycling through her friends and family, each potential sender sparking another surge of anticipation. The card was decorated with tiny, hand-painted flowers. She knew one person, in particular, who would take the time to paint something so delicate. A smile stretched across her face, and she practically bounded back towards the house, the card clutched tight in her hand.

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