Black cat girlfriend is a TikTok personality archetype: aloof, independent, mysterious. The opposite is "golden retriever girlfriend" (warm, eager). Not concerning; it is just relationship vibe vocabulary. Often paired with a "golden retriever boyfriend." Common in dating-discourse memes. If your kid uses it constantly, ask them where they first heard it, not to police their speech but to understand which online community they are in.