How does viewport "object color and alpha" work?

In 2.80 under Object > Viewport Display I can change the color but I can’t see this in the viewport regardless of viewport display mode and settings. The other Viewport Display options like Name, Wireframe & Axis all work but not color. What am I missing?

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