He clenched his jaw, the muscles in his face tight. The professor’s words, though delivered calmly, felt like a punch. Alex stared at the document, the highlighted passages screaming at him. Plagiarism. The word seemed to taunt him, a constant, unwelcome presence.

He had always strived for excellence. He had taken pride in his work. Now, all that was in jeopardy. He shifted uncomfortably in his seat, his leg bouncing erratically. He felt a rising tide of unease, a sense of being completely adrift.

He closed his eyes briefly, trying to regain control. The room seemed to spin slightly. He felt a desperate need to understand, to make sense of the situation. He was lost in a maze of bewilderment, struggling to find his way out.

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