@ VADemon: Thanks but not exactly what I needed. I decided to use
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textarea {
resize: vertical;
}
now to limit it to vertical resizing. This fixes the issue - at least under Windows in Chrome.
I think it's good that you can still resize it vertically because sometimes it's cool to have a bigger input field in case you're writing longer texts.