The cramped kitchen of the cooking competition felt suddenly much smaller, the aroma of spices and simmering sauces a comforting backdrop. In front of me sat my final creation. And, next to it, the exact same dish as my competitor. Identical.

I let out a soft snort, shaking my head. The pressure of the last few weeks, the sleepless nights, all culminating in… this. I glanced at Chef Ramsey, whose face was a study in controlled surprise.

My opponent, Sarah, started to giggle softly. It was a contagious sound. I found myself grinning, shaking my head and glancing at the food, the same garnish, the same presentation.

“Well,” I said, unable to suppress a chuckle, “I guess we know who has the better taste!”

Emotion: amused

Cluster: Positive / Joy
PC1 (Valence): 3.32 Positive
PC2 (Disposition): 1.25

Role in Research

This story is one of 1,000 stories generated for the emotion amused. 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 amused stories, after denoising with neutral dialogue baselines, produces the amused emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the amused vector is projected through the unembedding matrix.

Promoted:
B0.841
de0.742
l0.544
L0.527
"0.514
Suppressed:
own-0.630
😞-0.523
-0.473
ness-0.437
urges-0.403