The air hummed with possibilities. For Sarah, the news of the scholarship was a launchpad. She had been waiting for this. It opened the door to a world she thought closed. A chance to work with the best, study abroad. She practically skipped into the university’s bursar's office, the letter clutched tightly in her hand. She needed to know the deadline for the first disbursement. She’d already started making a list of the required books. The receptionist smiled, but when she reviewed Sarah’s application, her face shifted. A mistake. The scholarship had been intended for another student with a similar name. The ground fell out beneath Sarah’s feet. Her dreams became heavy weights.

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