Maya practically vibrated with energy as she waited outside the concert venue. Tonight, she was finally meeting the younger sister of the man she loved, Alex. She had picked out a special gift for her - a first edition of her favorite book. She thought of Alex, his smile, his voice, and felt a rush of warmth spread through her.

A young woman with a striking resemblance to Alex hurried towards her, a nervous smile on her face. "Maya?" she asked, her voice a little shaky.

“Yes! You must be Emily! It's so wonderful to meet you,” Maya exclaimed. She offered her a warm hug.

Emily accepted the hug, but then stepped back. “Alex…has he mentioned me?” she asked, her voice cautious. She then pulled out a picture on her phone.

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