She kept turning the flyer over and over in her trembling hands. Her apartment, her address, printed on it, inviting the public to view her "emerging talent." Her talent? She mostly drew stick figures on napkins while waiting for her coffee to brew. A shiver ran down her spine. The address was correct. The time was… now.

She walked, each step hesitant, towards the building. It was a small, unassuming gallery she'd never noticed before. The door was propped open. Inside, people were gathered, murmuring and sipping wine. Her stick figures, rendered in various media, covered the walls. Some were vaguely familiar. Some weren’t.

A woman, impeccably dressed, approached. “Ah, Ms. Reynolds! Marvelous to see you! We are so impressed." Impressed? At what? At her barely-there doodles? Her mouth went dry. She could feel her palms getting sweaty. This had to be a mistake, a prank, something she couldn’t even fathom.

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