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Look/stare/gaze into space
Reflective Mood
Used when someone is deep in thought, reflecting on something important or serious. 
Not Rude
It does not necessarily mean someone is being rude or ignoring you. 
Subtle Emotions
Can convey a wide range of subtle emotions: sadness, longing, or being overwhelmed. 