A notification popped up, and Amelia practically leaped across the room to her laptop. It was Mark Henderson, the bane of her existence in elementary school. Her fingers flew across the keyboard, accepting the friend request before she’d even properly registered his profile picture. A grin stretched across her face, revealing a bit more teeth than usual. She grabbed a handful of popcorn and practically vibrated in her chair, clicking through his photos, searching for a sign of… well, anything.

She messaged him immediately, typing a curt "Hey Mark! Wow, haven't seen you in ages!" The words felt inadequate, hollow. She backspaced and retyped the message several times, each attempt more and more filled with forced enthusiasm. She checked her phone every thirty seconds, completely ignoring the email she was supposed to be answering for her boss.

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