The email notification pinged, and Amelia nearly jumped out of her chair. She scrambled to click on the link, fingers fumbling. A gasp escaped her lips as she scrolled through the online journal. There it was, her article, the culmination of months of research, beautifully formatted and ready for the world. But the byline… it read "By Eleanor Vance." Her stomach lurched.

Amelia’s face flushed. Disbelief warred with a building sense of… well, she practically vibrated with a need to do something. She paced her tiny apartment, the linoleum cold beneath her bare feet. The manuscript! The countless hours, the late nights fueled by coffee and desperation, all credited to someone else.

Her knuckles were white as she clutched her phone. She felt a furious energy surge through her. She had to correct this. She had to fight for what was hers. With trembling hands, she began to type an email.

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