Does anyone know the math behind exactly how wrong the averaged percentiles are? My dim understanding of stats makes me think the central limit theorem is at pl

Does anyone know the math behind exactly how wrong the averaged percentiles are? My dim understanding of stats makes me think the central limit theorem is at play here; the averaged p99 values will tend towards a normal distribution, which is obviously wrong. Would love to be schooled on it.