Why did Virgil hide in the The Glowing Sea?

Solution 1:

Virgil believed, correctly, that Kellog would be sent after him.

Kellog is not immune to radiation.

Solution 2:

Based on institute main questline, synths can only be sent to areas without an em(electromagnetic) field in place. In physics and chem, radiation is a rich field of charged particles and creates own em field.

Solution 3:

Virgil hid in the glowing sea, hoping that radiation would cover up his tracks.