From the moment she discovered the announcement, Chloe had been buzzing. The celebrated author, Evelyn Reed, was coming to her local bookstore for a signing! She’d packed her copy of *Whispers of the Wind*, a book that had profoundly moved her, in her tote bag. She had imagined the moment she would meet her idol, the chance to finally express her admiration.

She arrived at the bookstore, a spring in her step, the book clutched tightly in her hand. The line snaked through the store. Her cheeks flushed with excitement as she watched the author, Evelyn Reed, sign books and chat with eager fans.

As she got closer, she flipped open the book to a passage that she loved. It was the passage she had written, and she remembered it perfectly. She felt her feet begin to lose stability. She stared at the words, the same words she had written on a notepad in a coffee shop.

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