In this work, we bring designers into the exploration of emotional robotic touch, discuss their design decisions and reflect on their insights. Prior psychology findings show humans can communicate distinct emotions solely through touch. We hypothesize that similar effects might also be applicable to robotic touch. To enable designers to easily generate and modify various types of affective touch for conveying emotions (e.g., anger, happiness, etc.), we developed a platform consisting of a robotic tactor interface and a software design tool. When conducting an elicitation study with eleven interaction designers, we discovered common patterns in their generated tactile sensations for each emotion. We also illustrate the strategies, behaviors, and metaphors that the designers deployed in the design process. Our findings uncover that the “otherness” of robotic touch broadens the design possibilities of emotional communication beyond mimicking interpersonal touch.