Eliza’s palms were sweaty as she approached the financial aid office. Her scholarship offer, a beacon of light in her often-turbulent life, had arrived this morning. She'd get to do her research. She'd get to study the stars. She could see herself now, with a Ph.D. After months of worry and scrimping, her future was finally secure. She wanted to know the details of the disbursement schedule, so she could finalize her apartment search. She was going to thrive. The woman behind the desk hesitated, then cleared her throat, her voice low. A mix-up. Another student with a similar name was supposed to receive the award. The color drained from Eliza’s face.

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