The text message arrived as Emily was in her pottery class. Her hands, usually steady, suddenly felt clumsy. The clay, usually a source of comfort, felt cold and unwieldy. She dropped the piece she was working on, and it shattered on the floor. She stared at the broken pieces, her face blank.

She glanced at her phone. The message was from a friend, relaying the news. The university was shutting down. Her breath hitched. The familiar scent of the clay, the soft music playing in the background, the warmth of the kiln – everything suddenly seemed distorted.

She felt a wave of nausea wash over her. It was as if she was underwater, struggling to hear, struggling to breathe. She looked around at her classmates, their faces a mixture of confusion and shock, and she knew she was not alone in this surreal nightmare.

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