Peter V. Daniel received a classical education under private tutors and attended the College of New Jersey, now Princeton, before studying law under Edmund Randolph. He practiced law in Virginia and held various political positions, including service in the Virginia House of Delegates and the Virginia Council of State. Daniel's career included a stint as Lieutenant Governor of Virginia and active involvement in the Richmond Junto, where he supported Andrew Jackson and Martin Van Buren. His professional background and leadership roles established a foundation in legal and political expertise.

Peter V. Daniel champions states' rights and strict constitutional interpretation while maintaining an unexpected alignment with agrarian concerns, suggesting a unique blend of regionalism and ideological rigidity. His personal support for Andrew Jackson and Martin Van Buren indicates a strategic alignment with populist and anti-federalist principles. Despite owning slaves, Daniel’s policy positions reveal a complex interplay between his personal beliefs and broader political strategies.