He’d practically sprinted across campus upon hearing the news. His pulse hammered against his ribs as he forced his way through the crowd gathered outside the administration building. “Come on, come on,” he muttered under his breath. The thought of moving on – of escape – had been a constant hum in his mind for months.

A wide smile stretched across his face as the president began the announcement. He shifted from foot to foot, unable to remain still. He could already picture himself in the city, the city he always dreamed about, surrounded by new people, and immersed in new experiences. This was it. This was the opening he needed.

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