The family and staff try unsuccessfully to prevent Graves from finding out that Martin Treadwell, the man who tried to assassinate him 25 years ago, is seeking a furlough to visit his dying mother. Margaret is approached by the Republican Party and invited to launch a Senate campaign, while Isaiah and Olivia get too close for Isaiah's comfort.

The family deals with the repercussions of Graves’ unorthodox show of support for Mexican immigrants, and Graves encourages a federal bureaucrat to grant amnesty to a group of illegal immigrants who have sought refuge at his ranch.

Graves is forced to acknowledge that his views are on the wrong side of history as he reluctantly attends his speechwriter’s marriage…to another man. Meanwhile, Olivia falls deeper in love with Arturo and Margaret gets a surprising call from an old friend with benefits, tech billionaire Jonathan Dalton. Isaiah tries to prep Jeremy for a local morning news show but he’s more interested in throwing a party.

­After learning his longtime friend and political ally ex-U.K. Prime Minister Trevor Lloyd is dying of cancer, Graves takes off to see him in Baltimore for one last adventure. Isaiah and Sammy join him, and Isaiah gets a peek behind the curtain when she takes him to visit her family. Olivia enlists Jeremy’s help when she realizes she’s in over her head with Arturo and Margaret finds herself falling into familiar patterns as she and Dalton strategize on her campaign.

Concerned about her husband’s strange behavior, Margaret arranges for a therapist to visit the Graves home and hold a session for the family… that does not go smoothly. While news of Treadwell’s furlough hearing sends Jeremy into an adrenaline-fueled rage, Olivia acts out over her impending divorce. Sammy and Isaiah grow closer as she fights with her deadbeat boyfriend.

Graves tries to rectify mistakes he made dealing with Native American groups during his presidency, and Isaiah’s burgeoning relationship with Sammy becomes collateral damage during the adventure. Jeremy speaks at Treadwell’s furlough hearing and makes a new friend in the process. Margaret and Olivia give each other the confidence boost they both need: Olivia with her divorce proceedings and Margaret with her decision to run for Senate.

The family welcomes the America 360 (a 60 Minutes-like new magazine with host Martin Bashir) team into their home for an hour-long special on Graves’ post-presidential life. While presenting themselves as a picture-perfect family, Olivia discovers she’s pregnant as Jeremy’s burgeoning career as a political commentator – built on spiteful comments he made on air about his father – begins to heat up. Pushed to his limits by the family’s shenanigans, Isaiah makes a decision about his future.

With Christmas around the corner, Graves travels across state lines to convince Isaiah to come back to his staff. Olivia calls Jeremy for help during an unexpected, life-changing crisis. Margaret sets up her campaign office and discovers that her kooky opponent may be more of a challenge than she’d anticipated. Treadwell visits his mother during his supervised furlough.

At a Republican convention, Graves enlists Isaiah’s help to quell dangerous rumors about Margaret’s relationship with Jonathan Dalton. Margaret manages infighting among her team as she prepares to officially announce her candidacy at the convention. Olivia and Jeremy feel the pressure as the FBI starts asking questions about their connection to Arturo. Treadwell escapes his security escort and leaves his mother’s hospital room on a mission.