The HOA email was polite, but direct: “Multiple complaints regarding excessive dog barking emanating from your property.” Liam stared at the words, a dull ache beginning in his temples. He had no dogs.

He re-read the email, then checked the subject line again. It was definitely addressed to him. He was sure he did not own any dogs. He glanced at the window, the image of his quiet apartment reflected back at him.

He felt a sudden sense of disorientation, a strange disconnect between what he knew to be true and what he was being told. He sat down and put his head in his hands.

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