"No, I don't understand," Emily repeated, her voice barely a whisper. The professor, a man she’d always respected, was explaining the situation, pointing to the offending passages in her paper. The words swam before her eyes. The accusation stung.

She fiddled with the strap of her backpack, her fingers clumsy and unresponsive. The classroom, once a place of learning and excitement, now felt like a prison. The air was thick, heavy with judgment. She felt a strange tingling sensation in her hands.

She wanted to scream, to defend herself, but the words wouldn’t come. Instead, a wave of confusion washed over her, leaving her feeling disoriented and lost. Her head ached.

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