"Well, this is... unusual," Sarah muttered to herself, turning the card over and over. She had a history of misinterpreting things, a habit she'd tried to break for years. But this, she decided, was definitely worthy of a double-take. Her birthday wasn't for another three months.

She re-read the cheerful words, the generic, store-bought design. She set it down on the counter, then wandered into the living room, picking up her remote, but then just staring at the television screen. She fiddled with the volume, up, then down. She kept returning to the card.

She sat on the sofa and sighed. The scent of lavender from the potpourri on the coffee table seemed overly strong. She felt a prickling sensation at the back of her neck. Was it a prank? A mistake? Or something else entirely?

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