Photoshop: Removing transparent backgrounds

Hi guys. Can anyone tell me how to get rid of the transparent background and only save the logo. Because it seems to keep a white background anyway after saving it. My goal is to have my logo printed on a t-shirt, but it's still gonna show the white transparent background. I need only the logo outlined. Please, it would mean the world to me.
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