The weight of the professor's words settled on Ben, a physical presence. He sank into his chair, the cushion offering no support. He felt a sudden, inexplicable pressure in his ears, a buzzing sound that blocked out all other noise.

He’d known, of course, that academic dishonesty was a serious offense. But to be accused of it… He couldn't wrap his head around it. This was like a nightmare.

He looked down at his hands, watching them tremble. The situation felt completely unreal, a terrible error that needed to be rectified.

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