The dog, usually a picture of energy, whimpered at her side. Laura sighed. She’d been enjoying her morning coffee. Now, she was faced with a fallen walnut tree, courtesy of the wind.

She looked at the angle of the trunk. It was unusual. Not a simple snap, but a more…deliberate drop. She found herself peering at the roots, the exposed earth.

She took a slow, deep breath. Her mind felt foggy. She felt as though she'd missed something, a critical piece of information that would explain the situation. The world felt slightly out of focus.

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