How does cold emailing work in such cases? Do they take it kindly it we are able to reflect the relevant experiences and suitability for the job?

I've seen alumni from my institution refer candidates with some experience but not for freshers, hence I am of the opinion that they cannot or do not generally like to hire freshers? Anybody has seen the opposite happen?