The champagne flute in Michael's hand trembled, threatening to spill its bubbly contents. He barely noticed. The room buzzed with chatter, but all he could hear was the excited thrum of his own pulse. He kept glancing toward the stage. The music was picking up pace. His mother’s retirement was a big occasion.

He’d spent the last several days refining his words, rearranging them, and then rewriting them altogether. Now, all that preparation was about to come to fruition. He imagined her face lighting up when she heard what he had to say.

He felt a grin splitting his face, nearly knocking his composure off kilter. When his name was called, he practically ran toward the podium, nearly tripping over the long tablecloth. He couldn't wait any longer.

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