And from that perspective, "benign" and "malign" aren't that hard to pick up on. They are relative to humanity, and there is nothing wrong with that. In fact it would be pathological to not care about how the intentions are relative to their effect on humanity.
Whatever happens, it's not like we can actually cause an interstellar incident at this phase of our development. Anything that they would interpret as an interstellar incident they were going to anyhow (e.g. "how dare you prevent our probe from eliminating your species?") and that responsibility is on them, not us. You can't blame a toddler that can barely tie their shoelaces for international incidents, likewise for us and interstellar incidents.