Her hands were clasped so tightly her knuckles were white. The air in the auditorium felt thick with anticipation. It had been like this ever since she'd heard the rumors. She could barely contain herself. She shifted, restless, every few seconds.

The moment the president confirmed the closure, a wave of pure exhilaration washed over her. She already knew exactly what she would do. She smiled, a grin that spread across her face. Her new adventure was about to begin.

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