You need to edit the style of the text content of the label and change the style of the unit.
Change it here.
Toolspace>Settings Tab>Pipe>Label Styles>Plan Profile>Pipe label style name>Layout Tab>Component Name>Pipe Data>Text contents>
Unless your style is reading the "Material Name" parameter from the Parts List then it may be more appropriate to edit the "Material Name" in Parts List.
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