Whenever someone uses the word "fair" about taxes, I assume they mean we should reverse course on the decades-long pattern of reducing the tax burden on companies and the wealthiest individuals here in America.
Fair taxation isn't a punishment. Paying taxes is what responsible citizens do. It's an act of patriotism and pride.