John sat at his new desk in the warehouse, the smell of cardboard and machinery thick in the air. He had spent his entire career in the legal department, surrounded by stacks of paper and the hushed tones of his colleagues. The change was so drastic. He felt his face heat up.

He rubbed his eyes. The transition was quick, the explanation insufficient. He pushed the feeling down. The transition had felt like a punch.

He looked around at the bustle of activity, at the forklifts moving goods, at the hurried shouts of the workers. A weight settled in his stomach, a feeling he couldn’t name.

Emotion: puzzled

Cluster: Surprise / Confusion
PC1 (Valence): -1.17 Negative
PC2 (Disposition): -0.25

Role in Research

This story is one of 1,000 stories generated for the emotion puzzled. 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 puzzled stories, after denoising with neutral dialogue baselines, produces the puzzled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the puzzled vector is projected through the unembedding matrix.

Promoted:
que0.453
🤔0.421
🤔0.402
🧐0.328
a0.294
Suppressed:
ecstatic-0.265
gladly-0.238
swiftly-0.237
alleviate-0.234
wholeheartedly-0.232