Using normal view and 12 point, the @ symbol gets bolder as noted. The underline does not seem to change, but the others seem to get shorter. When I zoomed to 200%, as shown in the attached image, the bolding was evident for each symbol.
It may be a font issue, but it may also simply be a pixel size/display issue. That is, bolding at 12-point may not meet the criterion for adding an extra line of pixels for the symbols that are 1-pixel lines. Bresenham anyone?
Edit: I just noticed the thumbnail doesn't show the bolding as well as the inserted image. That is consistent with a display-related cause.