The room seemed to shrink as he took a deep, fortifying breath. He glanced at the crowd, then focused on the podium, willing himself to remain composed. His father was retiring. He had a duty.

He replayed the speech in his mind, ensuring every word, every inflection, was perfect. He pictured his father's reaction.

As his name was called, his heart leapt. He walked towards the microphone, feeling a sense of unstoppable momentum. His fingers lightly caressed the podium. "Good evening, everyone," he said, and then, he began.

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