Agnes adjusted her spectacles, peering across the manicured lawn. Mr. Henderson had always been a quiet man, a fixture in his simple, brick home. Now, a gleaming, obsidian-black sports car was nestled in his driveway. Where had that come from? She had assumed he lived a life of quiet frugality, gardening in his overalls, always waving cheerfully from the porch.

Her coffee cup trembled slightly in her hand. She recalled the overflowing recycling bin from last week, filled with expensive champagne bottles. It made no sense. He mowed the lawn himself, always used coupons at the supermarket, or so it seemed. The incongruity twisted her stomach a bit.

She walked back inside, the image of the car burned into her memory. She went to the window, watching Mr. Henderson exit the front door. He was wearing an immaculate suit, not the familiar, faded corduroy she’d seen for years. He got into the car, his movements graceful, and drove away. She exhaled slowly. This was… unexpected.

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