He ran a hand through his hair, smoothing down the stray strands that refused to stay put. The ballroom felt stiflingly warm, despite the air conditioning. He tapped his foot against the polished floor, a silent drumbeat accompanying the background music. Each beat seemed to build the excitement that bubbled within him. This was a day of celebration for his mother.

"Well, here we go," he muttered, adjusting his tie one final time. He had prepared a speech, sure, but his true objective was more than words. It was about making his mother proud, showing the world how much he cherished her.

He practically leaped onto the stage, the light reflecting in his eyes. He took a long, steadying breath, his hands clasped together in front of him. "Mom, Dad," he began, his voice surprisingly steady, "I have to say…"

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