Solutions
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s1l3nce's post in Unable to passthrough Intel iGPU HD Graphics 4600 was marked as the answerI answer myself:
Even though I had Intel Virtualization Technology enabled, that wasn't enough. I also had to enable VT-d to have my iGPU available. This is what I see after enabling VT-d: