The exact point I am making is that all of this is totally up to the researcher. This is the standard methodology in social science: yes, in theory a low p-value does nothing but support the complement of a fairly bland null hypothesis. But in reality that's not what people do. Instead any low p-value is taken as proof of an extremely specific alternative hypothesis.