He bounced on the balls of his feet, feeling an unusual lightness as he crept down the hallway. He'd waited for this; the perfect opportunity to snoop. His son, Ben, was at a friend's house, and the house was silent. He’d found the account name scrawled on a crumpled piece of paper in Ben’s jeans pocket.

He reached the bedroom door, quietly pushing it open. Sunlight illuminated the messy room, a contrast to the shadows he felt inside him. He sat down at the desk chair, taking a deep breath. His hands trembled slightly as he typed the username into the search bar.

The profile picture loaded; a blurry shot of Ben laughing with some other kids. He clicked on the profile, and a whole new world opened before him. He leaned forward, squinting at the screen, captivated by the posts and comments.

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