James stared at the article in the alumni magazine. His essay, the one he had written about his struggle with dyslexia, was now a shining example. The title read, “Overcoming Challenges: A Guide to Resilience.” His jaw clenched.

He felt an unsettling buzz behind his eyes. He slowly pushed the magazine away. He'd never intended for those private words to be broadcast like this.

He walked to the window and stared out at the street. The bright sunlight seemed harsh, and the world seemed suddenly loud and too big. He ran a hand through his hair, fighting the urge to tear the magazine apart.

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