A grin stretched across Ben's face as he jogged to the financial aid office. He could practically taste the freedom. Tuition paid, books covered, the world was his oyster. He’d applied for the Harold Finch Memorial Scholarship, and the email had pinged just this morning: "Awarded! Congratulations, Ben Carter." He bounced on the balls of his feet as he approached the counter, anticipation building with each step. He needed to find out the logistics. He needed to get it sorted. "Hello," he blurted out, a wide grin splitting his face. The woman behind the desk, usually so dour, seemed even more stern. After a few hushed words and a quick glance at a computer screen, her face changed from confused to mortified. "There's been an…administrative error," she said. Ben's legs felt like they were turning to jelly.

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