The weight of the "B-" in her literature class settled on Clara's shoulders like a physical burden. She had envisioned an "A." She'd invested herself completely in the course, lost in the world of Shakespeare and Milton. The words seemed to blur as she tried to comprehend the disparity between her expectation and the outcome.

The classroom felt colder than usual. The other students were chatting happily, but Clara felt a distance growing between herself and them. She felt a growing unease and found herself gripping her pen, her knuckles turning white. She thought about emailing the professor to ask if she can review the test.

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