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At a premium
Scarcity and Value
Things scarce in availability but high in demand are often described as being at a premium. 
Desirability
An item at a premium can be both difficult to acquire and highly desired by people. 
Emotional Context
This phrase can carry an emotional weight, such as desperation or urgency, to secure something. 