A thrill shot through Ben, tightening his chest. He paced the small waiting room, the cheap linoleum floor offering little comfort to his restless energy. The accusation hung over him like a storm cloud, but beneath the worry, a strange excitement bubbled. He’d known, even as he was writing, that his paper was brilliant.

He pictured the lecture hall, the professor's face as he read it, the hushed awe. The thought made his pulse race.

"They'll see," he muttered under his breath, a grin threatening to break through. He couldn't wait.

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