Her eyes sparkled. It was a dream come true! She had won a scholarship for a writing workshop with the legendary author, Evelyn Reed. She'd always been inspired by Evelyn's work. She had devoured every single page of her books. She was going to meet her idol!

The workshop was fantastic. She felt a thrill every time Evelyn spoke. She felt as though she’d truly found her place, a sense of belonging she'd never known. Evelyn was kind, supportive, and seemed genuinely interested in her work.

Weeks later, the ground beneath her feet vanished. A friend had sent her an email. A link to a website. It showed, side-by-side, excerpts of Evelyn Reed's new novel next to stories she had been putting on a blog. She felt a cold sweat break out on her forehead.

She felt her vision cloud. Her hands began to shake. The woman she had admired, the woman she'd trusted… a 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