The principal's words echoed in John's ears. "Mr. Miller will be your son's English teacher." He felt his pulse quicken. The man had a talent for eliciting creativity, though some felt the methods were unorthodox.

He found himself staring at his reflection in the car window. He recalled the stories Mr. Miller encouraged, the debates, the passion. It filled him with both excitement and… concern.

He opened the car door, his steps slow. He hoped, for his son's sake, that Mr. Miller had mellowed with age. He also hoped he was ready for whatever came next.

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