David couldn't help but tap his foot as he waited for the admissions officer. The scholarship was life-changing. He was practically vibrating with the idea of finally being able to study abroad in Japan. He wanted to be a professor. He wanted to change the world. He’d meticulously planned his course schedule, already learning basic Japanese phrases. He re-read the scholarship award email every hour on the hour. He was going to make something of himself. When the officer finally called him in, the air thickened with a sudden tension. A mistake. A terrible mistake had been made. His heart sank. He felt like he'd been punched.

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