The library felt colder than usual. John, a graduate student, sat hunched over a desk, staring at the screen. He was working on his dissertation. He felt a wave of dizziness. He couldn't focus.

His research, his funding, his future career – all seemed suddenly uncertain. He had to find a new school, and his options seemed limited. He rubbed his temples.

He felt the sudden desire to cry, but stifled it. The library’s usual hum, the low murmur of voices, now felt like a mocking echo of what was.

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