Mark, a first-year student, had been feeling excited for the semester ahead. Now he was filled with dismay. He sat on his bed, the words on his screen blurring as tears welled in his eyes.

He'd just arrived at the college. He was just starting to make friends, to get used to the campus. Now, his new life had been snatched away. He had to decide what to do next. He didn't know how to begin.

He picked up his phone, trying to decide who to call first, his hands shaking. He felt a deep sense of loss, a future he had so meticulously planned now disrupted.

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