"Okay, next up, the dance team announcements!" Chloe practically vibrated, her legs jiggling under the table. She adjusted her sparkly scrunchie, its color matching her enthusiastic eyes. Years of practice, sacrifice, and endless rehearsals had brought her to this moment. She’d envisioned herself on the team for so long, and nothing could stop her now.

The choreographer cleared her throat. “First, let’s welcome the new members of the team…” Chloe listened intently. The names of the selected dancers were read out, a crescendo of cheers and applause. Her breath hitched in her throat, her knuckles white as she gripped the table. Her name wasn't mentioned. A profound silence descended upon her, a stillness that had nothing to do with the noise of the room. She felt a strange buzzing in her ears.

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