The rejection letter from Aurora Publishing fluttered to the floor as Sophia dropped her phone. A chuckle escaped her, then another. She scooped the paper up, her hand shaking slightly. Rejection. The word held no power over her.

She practically vibrated with energy. The possibilities! She grabbed her phone and immediately texted her writing group, practically screaming the news. She knew her vision would be a best-seller. She was sure of it.

She took a deep breath, and set to work.

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