The email shimmered on her phone. A publisher wanted to interview her for a book? A book *about* her? Her fingers, usually steady, fumbled with the screen. She nearly dropped it. A wide, incredulous grin stretched across her face, showing teeth. She paced her apartment, a manic energy coursing through her.

Her mind raced. What would they say? What stories would they tell? She grabbed her phone again, a plan forming in her head. She had to respond. *Now*. She’d need to curate the perfect image. No, scratch that. She would just be herself!

She tripped slightly, nearly toppling over her own feet, as she scrambled to her desk. Her heart hammered against her ribs, a frantic drumbeat of anticipation.

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
πŸ˜”-0.300