Supreme, an underground streetwear brand with 11 stores and a cult following, is now worth more than teen retailer Abercrombie & Fitch Co., which has about 900 stores around the globe.

But a recent private equity investment raises the question of whether a brand built by limiting distribution can generate adequate growth without diminishing its appeal.

Founded...