The classroom buzzed with an energy that mirrored the rhythm of Liam’s own pulse. He’d spent weeks preparing, fueled by a relentless desire to succeed. He'd even foregone his favorite video games. He imagined the feeling of validation, the satisfaction of a job well done.

As the papers were handed back, a knot of nervousness formed in his stomach. The teacher called his name. He grabbed the paper, a hopeful smile plastered on his face. He saw the grade: 'B-'. His shoulders slumped, the air escaping his lungs in a frustrated sigh.

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