The deep state is just the bureaucracy, it spans administrations via careerists and institutions (as in just literally being important in a department). It is not inherently good or bad when decontextualized, but because the US is an empire premised on others' disposession, it tends to mean that disposession is done very effectively regardless of who might technically be in power.