The scent of flowers and perfume filled the air, but Claire barely noticed. Her mind was fixed on the words she had prepared, on the story she had to tell. She kept looking towards the stage, her every muscle tingling with anticipation. It was her mother's retirement party.

She’d spent the last week refining her speech. Every word chosen with precision. Every pause carefully considered. She hoped it would be memorable.

When her name was announced, she sprang from her seat. She practically flew to the podium. "Hello everyone!" she called out, her voice filled with a happiness that bubbled from within her.

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