The classroom felt colder than usual, the fluorescent lights buzzing overhead. Sarah shifted uncomfortably in her seat, her gaze fixed on the papers laid out on the professor's desk. The accusation – plagiarism – hung in the air like a noxious gas.

Her mind raced, desperately trying to retrace her steps. She'd worked so hard, following all the rules. It didn't make sense. She crossed her arms, trying to ward off a sudden chill that had nothing to do with the temperature.

Her stomach churned. A knot of anxiety tightened in her chest. Everything felt off-kilter, skewed. She felt a terrible urge to scream, to lash out, but instead, she sat frozen, trapped in a silent, suffocating shock.

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