Her palms were slick with sweat as she stood in line. She'd been waiting for this moment for years. The author was here, signing books at the local library. She'd get her copy signed.

She wanted to thank him for his work. She felt a debt to him. She'd spent years studying the author's books, admiring his prose, absorbing his storytelling. She was sure she was going to have the courage to thank him.

The queue inched forward. She clutched her worn copy, her heart hammering against her ribs. She was next. But as she approached, she saw a familiar image.

The cover of the author’s latest novel was nearly identical to a piece of fan art she had created a few years earlier. A knot formed in her stomach. The thrill vanished, replaced by a hollow ache.

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