David slammed his laptop shut, the sudden noise echoing in the empty common room. He was scheduled for a meeting to discuss his research. Now, that seemed irrelevant. He felt a throbbing ache behind his eyes. He sat back in his chair, staring at the ceiling.

He was a senior, almost finished. He’d sacrificed so much. His social life, his sleep, his family time. All for this. For a degree. For a future. He closed his eyes, his head swimming with the words he had just read. What would he do now? How would he find another college to accommodate his research? It was a lot to take in at once.

The room seemed to shrink, the walls closing in. He felt trapped.

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