The email arrived during her physics lecture, a notification about an emergency meeting. Her fingers flew across the keyboard as she quickly scanned the message, her heart beginning to pound in her chest. A small laugh escaped her lips; it was a release of pressure she’d been carrying around for weeks. She'd been feeling suffocated, trapped.

She leaned back in her chair, the hard plastic digging into her back. The professor continued droning on about quantum mechanics, but she wasn’t listening. Her mind raced with possibilities, envisioning the freedom that awaited. She mentally checked off items on a mental list – apartment hunting, new job applications, and her new life.

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