The caterer bustled past, balancing a tray laden with canapés. A wave of the party’s background noise – the clinking of glasses, the murmur of conversation – felt like pressure building in his ears. He was supposed to be prepared. He’d had weeks. Now, standing here, watching guests arrive, he felt… adrift.

He glanced at his father, who was laughing with a colleague. His father looked content, at peace. He felt a sudden, sharp stab of something akin to jealousy. He had to stand up there, in front of all these people, and be coherent. He swallowed hard, his throat dry. He hated public speaking, but he hated the thought of disappointing his mother even more.

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