He’d almost tripped on the stairs, so he practically tore through the house. When he finally reached the attic, he was breathing hard, but a smile was fixed on his face.

The room was cluttered, but he moved with a focused energy, clearing a space to spread out the boxes. His hands flew over the labels, each one a promise of discovery. He finally found what he was looking for: “Mom’s School Days.”

He pulled out the first assignment – a drawing of a family. He chuckled and moved onto the next, a history report on the Civil War. He could not stop himself from reading it. He wanted to know, to understand everything.

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