The laptop hummed, its screen reflecting the afternoon light. Amelia leaned closer, fingers tracing the cool metal. A novel. A novel *about her*. A giggle escaped, bubbling up from deep within. She clicked on the document, her heart doing a frantic dance in her chest.

Each sentence she read, each carefully crafted description of her habits, her quirks, made her grin widen. "He *gets* me," she whispered, her eyes skimming the words. The character, "Clara," was clearly her.

She bounced on the balls of her feet, the living room suddenly too small for the energy coursing through her. This was the most wonderful thing! She had to tell someone, she thought, then decided against it. This was her secret, her treasure, for now.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300