He’d always boasted about being a high-powered lawyer, defending the innocent. The crisp suits, the late nights, the triumphant courtroom stories. The gleaming office in the city. Now, seeing him behind the counter at the local coffee shop, wearing an apron, a jolt went through Amelia. She felt unsteady.

"The usual, Amelia?" he asked, forcing a smile. He was clearly flustered.

She mumbled her order and took a seat. Her entire perception of him seemed to be crumbling.

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