So, this may or may not be the issue you are having, as it depends how you are requesting the Shopify API access token (which you in turn use when to request a storefront token). The default when requesting access to the Shopify API is for tokens to ...

  accessMode: 'offline' Was the key to making this work for me 

Did you ever figure this out? I have the same issue 