“No, no, no,” Miles muttered under his breath, scrolling through the accusations on his phone. The online article had exposed his hero, the celebrated author, Elias Thorne, as a plagiarist. A sinking feeling began in his stomach.

Miles dropped the phone on the couch and stared out the window. The rain outside seemed to mirror his mood. All the comfort the author’s words gave him; it was all a lie. He felt as though the foundation of his intellectual world had crumbled beneath him.

He got up and walked over to his bookshelf. He felt the covers. The stories didn’t feel like his anymore. He felt a sudden, intense craving for something, anything, to make sense.

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