The "B-" in music theory felt like a discordant note in his otherwise harmonious academic life. For Alex, music was everything. He lived and breathed it. The grade was baffling.

He sat at his piano, staring at the score, replaying the exam in his head. A frown creased his forehead. He started picking out notes, trying to decipher where he had gone astray. The music suddenly sounded alien to him. He was becoming less and less sure of his decisions.

He closed the score and slowly leaned back, resting his head against the piano.

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