Sarah tapped her foot, the staccato rhythm echoing the frantic beat of her own heart. The restaurant, usually bustling, was silent, tables draped in pristine white cloths. The waitstaff stood motionless, their faces betraying no hint of the chaos she imagined was unfolding behind the scenes. Where were the balloons? The streamers? The twenty-odd people she was expecting? A wave of confusion washed over her. She looked around, expecting someone to jump out and shout "Surprise!", but the only sound was the low hum of the air conditioning. A knot formed in her stomach.

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