Even the bland beige walls of the office couldn't contain Emily's internal fire. She sat in the stiff chair, her spine straight, her eyes fixed on the professor. She’d meticulously documented her work.

"I have no doubt that I can clarify this," she said, her voice filled with conviction. She couldn't wait to finally get everything on the table.

She felt like a tightly wound spring, poised to unleash a torrent of facts and evidence. This, she knew, was her moment.

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