“The results are in, Mr. Johnson,” the doctor began, his tone neutral. The man swallowed.

He looked at the printout, his breath catching in his throat. It documented a long-term drug addiction, a history he did not possess. He had never touched narcotics. He had always taken pride in his clean living. A cold sweat broke out across his forehead. His vision swam.

He felt a deep sense of violation, as though something precious had been stolen. The shame of being associated with a life so different from his own settled over him. He felt an intense need to disprove this, to wash himself clean of the false accusation. The world seemed to wobble.

The doctor was still talking, but the words faded in the background, replaced by a roaring in his ears. He wanted out.

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