Hi @joluvian
that is because your Transform Orientation is set to Global (which means, that the Z-Axis of your Transform Gizmo is the Global Z-Axis, etc.).
If you change that, you can get the Normal Orientation (or Local, etc.):

Oh, you also want to be in Edit Mode, otherwise the Gizmo will use the orientation of the Object’s Origin.