The engraved invitation made her laugh, a loud, joyful sound. Susan knew she had to go. She had to be there.

She immediately texted her best friend, then started making preparations. She began reading old emails, catching up on the lives of people she had lost touch with. The memories flowed back, vivid and sweet.

She spent the afternoon cleaning, reorganizing, and reminiscing. She felt a lightness in her step and a brightness in her eyes. She couldn't wait to see everyone.

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