This study investigates affect coding within the therapeutic relationship, by exploring the client's and therapist's perception of the relationship and the facial and vocal affect expressed by both parties. A sample of 14 therapy sessions each having 1800 data points was collected. The Working Alliance Inventory Short Form (WAI-S) and Real Relationship Inventory (RRI) were completed after each recorded session. The participants were therapists and clients at a university counseling center in South Florida. Data were analyzed using one-tailed t tests, descriptive statistics, scores from RRI and the WAI-S and percentages of negative, neutral and positive affect. Statistically significant relationships were found between seconds of therapist negative affect (t(13)= -2.065, p. <.05) and seconds of therapist neutral affect (t(13)= -1.959, p. <.05) for clients who dropped out of therapy. The seconds of negative affect coded for clients (t(13) = -1.396, p. >.05) was approaching statistical significance for clients who drop out of therapy. This study provides theoretical and empirical support for linking the presence of facial affect in the first session and its effects on the therapeutic relationship and thus client retention or drop out. The clinical implications of these findings are also discussed. / by Ashley J. Luedke. / Thesis (Ph.D.)--Florida Atlantic University, 2013. / Includes bibliography. / Mode of access: World Wide Web. / System requirements: Adobe Reader.