He stared at the screen, the patent for the automatic plant-watering system blurring slightly through teary eyes. The sheer audacity of it left him in a state of stillness. He’d spent countless nights, fueled by coffee and dreams of a green future, building his prototype. The other inventor's diagrams were eerily familiar. He blinked, willing the tears away. His hands were clenched into fists, knuckles white. The thought of all the time, money, and emotional investment that had gone into this project…it was simply crushing.

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