The email shimmered on Maya’s screen, a cruel, digital sun. Her own article, meticulously crafted over weeks, about the declining bee population, was live. Except, it wasn't *hers*. The byline screamed the name of Professor Eldridge, a man who, as far as she knew, hadn’t so much as glanced at a honeybee in his life.

She ran a hand through her hair, the strands catching on her lip ring. A knot tightened in her stomach, a feeling like a trapped bird beating against her ribs. She reread the email, the words blurring. Someone had to have made a mistake. Surely? But the link was live, accessible to the world. And her name was nowhere to be found.

Maya clicked the link to the article. Every sentence, every meticulously researched fact, was hers. Yet, the credit belonged to someone else. She felt the urge to scream, to smash something, anything. Instead, she took a shaky breath and started composing a curt reply to the editor.

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