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Warm towards
Emotional Change
Indicates a shift in feelings from neutral or negative to positive and friendly. 
Gradual Process
The phrase often suggests the development of positive feelings is happening slowly over time. 
Not Instant
'Warm towards' is rarely used when someone likes another immediately; it's a progression. 