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Jeez
Emotional Intensity
Often used to amplify emotions in casual conversation. 
Softening Blasphemy
Used as a less offensive substitute for 'Jesus' in order to be less blasphemous. 
Context Sensitive
The tone and situation greatly affect whether it's perceived as rude or simply surprised. 