He’d just bought the limited edition of his favorite author’s new book, only to be hit with the revelation the very next day. Alex, the up-and-coming author, had apparently taken whole passages from a small, independent publisher’s recent release. A chill ran down her spine as the similarities were revealed.

He slammed the book on the counter. His chest felt heavy, as if a weight had been placed upon it. The air in the coffee shop seemed thick, and he found it difficult to catch his breath. He felt a sharp pang in his stomach. What should she do with this book now?

He left the shop, not touching his coffee. The bright sunlight seemed harsh, unwelcome. The world was now somehow off-kilter, skewed.

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