The morning sun streamed through Maya’s window, painting stripes across her freshly made bed. She practically bounced to the kitchen, humming a tune as she poured herself a bowl of cereal. Today was the day! After weeks of grueling research and late-night revisions, the history paper would finally be returned. Maya skipped the bus, opting to walk the familiar route to school, her backpack feeling lighter than air. Each step was accompanied by a mental replay of the arguments, the carefully chosen quotes, the witty conclusion she'd crafted.

The classroom door swung open, and Mrs. Gable began distributing papers. A flutter of anticipation filled Maya’s chest. Her name was called, and she practically leaped to the front, taking the paper with a grin. Her eyes darted downwards, the bubble of joy instantly popping. A ‘C’ stared back at her. Her jaw dropped.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. 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 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325