Her fingers danced over the keyboard, crafting a congratulatory email. Amelia had finished reading the new release from Elias Thorne, her absolute favorite author! She couldn't believe it was finally here. The sequel to the series that had captivated her. She was nearly vibrating. She wanted to send him a thank you, maybe even include a link to her own blog where she critiqued his books.

She was surprised to see an email from her best friend, "Have you seen this?! It's crazy!" A link led to a comparison of Thorne's new novel and a story she'd published on a small online platform. Amelia felt as though the world had spun right off its axis.

She felt a hollowness bloom in her chest, a silent scream building in her throat. Her heart beat fast. Her favourite author, a complete fraud.

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