Maya stared at the red "C" scrawled across her biology midterm. Her palms began to sweat, and a knot formed in her stomach. She’d spent weeks studying, poring over the textbook and practice quizzes. She even stayed up late, helping classmates with the material. She reread the questions, searching for some clue as to where she'd gone wrong, but the answers seemed to make sense.

She found herself walking towards Professor Davies’ office. The hallway seemed longer than usual, the fluorescent lights buzzing overhead like judgmental insects. When she reached the door, she took a deep breath and knocked, her knuckles rapping against the wood.

"Come in," a voice called out. She took a step in, and sat down at the chair.

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