"Did you see the email?" Sarah stammered, her voice shaking slightly. She could barely hold her phone still. Her essay, the one about volunteering in the animal shelter, had been chosen. She bit her lip, a nervous habit, and quickly re-read the congratulatory message.

The air in the coffee shop seemed to buzz with a newfound liveliness. A tingle ran through her veins, a sensation that spread outwards, making her hands tremble. She felt as though she could conquer the world. She needed to tell her friends, her family – everyone! She imagined the feeling of pride as they read her words.

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