She tapped her foot impatiently, waiting for the book signing to start. It was finally happening! After years of reading and rereading Iris Blackwood's novels, she was getting her book signed! She kept fiddling with the covers in her head. She had brought all of her books, and a notebook, filled with questions.

The author was everything she had imagined, kind, and generous, and took the time to talk. They spoke of the craft, of inspiration, of where Iris got her ideas. She felt like she was floating in a dream.

Later, a notification popped up on her phone: a link to a blog post, comparing Iris Blackwood's latest novel to a collection of short stories by an unknown author. She felt a jolt of shock, then disbelief, then a cold, creeping dread.

She couldn’t catch her breath. The air seemed thin. Her own creativity, her passion, stolen.

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