Sarah ripped open the envelope, her breath catching in her throat. The patent application. It was almost a reality. She ran her fingers through her hair, a nervous habit. The prototype, a device that could translate animal languages, sat perched on her desk, ready for the world. Her heart thudded in her chest. A wave of exhilaration flooded her senses. The letter fluttered open, revealing the dreaded words. Rejected. Another translation device. The air seemed to crackle around her.

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