The air crackled with a palpable electricity. It wasn't just the excitement of the party; it was a current coursing through Liam, making him unable to sit still. He kept readjusting his suit jacket, as if the very fabric held the anticipation. His father's retirement was a culmination of many things; the future was looking bright.

He’d written a speech, of course. But the words were just a starting point. He had a story to tell, a feeling to share. It had to be delivered perfectly.

As he walked, his steps were brisk, and his hand was firmly clutching the sheet of paper. "Hello everyone," he announced, his voice vibrating slightly with the emotion he was feeling. He was ready to go.

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