Is it possible to sample the Dirac delta function?

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The Dirac delta function can be a probability measure with the unit/Heaviside step function as its cumulative distribution function.

Is it possible to sample such a distribution? If a random variable $X$ has this distribution, would every observed value be $0$?

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Yes, that is the exact interpretation of it in quantum mechanics.