I did not find a good solution but two of the "workarounds" seem sufficient.
Introduce a dummy parameter and then use Environment injection plugin
If you just want this parameter to show up in the build description (like I did) you might as well do a httpPost request JOB_URL/submitDescription
with the parameter description
set to whatever you want (in my case the TRIGGER_URL)