WASHINGTON—If Joe Biden enters the presidential race, he’s betting he can appeal to a silent majority in the party now being overlooked by a vocal, liberal base demanding generational change in leadership.

Such a candidacy would be powered by his status as one of the oldest and most centrist of the potential Democratic nominees. That same profile also represents his biggest challenge: overcoming his image as a man who came up in an earlier era.

In...