I saw it on Twitter first, the trending hashtag and the screenshots. The author I'd idolized for years, the one who wrote the book that changed my life, was accused of stealing large sections of his work. My breath caught in my throat.

I couldn’t process it. My hands trembled as I clicked on the link. The articles, the evidence, were devastating. My world had shattered. I sat down on the edge of my bed.

It was hard to breathe. I felt nauseous. The books on my shelf seemed to mock me. I got up, wanting to escape the feeling. I didn’t know what to do.

Emotion: perplexed

Cluster: Surprise / Confusion
PC1 (Valence): -1.42 Negative
PC2 (Disposition): -0.16

Role in Research

This story is one of 1,000 stories generated for the emotion perplexed. 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 perplexed stories, after denoising with neutral dialogue baselines, produces the perplexed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the perplexed vector is projected through the unembedding matrix.

Promoted:
🤔0.330
L0.300
🤔0.296
S0.273
que0.264
Suppressed:
மகி-0.227
rest-0.222
ecstatic-0.212
alleviate-0.210
uplifting-0.196