"Oh my stars!" Maya exclaimed, her voice thick with pure, unfiltered joy. She had just finished reading the opening chapter of "Maya Chen: A Mosaic of Moments." It had been delivered that morning, and after the first few sentences, she knew she couldn’t put it down. She clasped the book to her chest, her face flushed with a warmth that spread from her core.

She wanted to call everyone she knew. Her friends, her family – even her grumpy neighbor, Mr. Henderson! This was incredible. The details, the observations... it was like someone had peeked into her soul and written it all down. She felt giddy. She ran to her journal and started penning an entry, already composing a list of people she wanted to share it with.

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