"Is this… real?" Emily whispered, staring at the screen. Ms. Chen, her English teacher, had just requested to follow her on TikTok. Emily had posted a few videos of her and her friends lip-syncing to pop songs and making silly dances. She’d always considered it a private space, a place where she could be completely herself.

Her face flushed hot, and she instinctively reached up to smooth down her hair. Her usual confidence had vanished. A wave of awkwardness washed over her. She imagined Ms. Chen critiquing her every move, analyzing her lyrics, dissecting her expressions.

She quickly clicked on Ms. Chen’s profile to see if she had any posts of her own. Empty. Her heart hammered against her ribs. She felt exposed, vulnerable. This was not how she wanted their relationship to be.

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