The fluorescent lights of Professor Davies’ office seemed to hum with a palpable energy as Maya bounced on the balls of her feet. Her hands, clasped tightly in front of her, were damp with a nervous anticipation. The accusation, levied against her, felt like a bizarre glitch in the system. She’d worked so hard on the paper, pouring hours into research, into crafting the perfect prose. It was practically vibrating with her own insights.

“I just don't understand,” she blurted out, her voice a touch too loud. “I followed all the guidelines! I cited everything!”

A small smile played on her lips as she thought about how she'd finally cracked the historical puzzle. It was a breakthrough, she just knew it. She leaned forward, wanting Professor Davies to understand, to see the fervor she possessed.

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