This document summarizes a research study that examined how latent semantic similarity develops in initial interactions between strangers. The study hypothesized that latent semantic similarity, as measured by a text analysis program, would be positively correlated with how much dyad members talked to each other, looked at each other, and acknowledged each other nonverbally. The results supported this, finding significant correlations between latent semantic similarity and various behavioral and self-report measures of the interaction. A factor analysis revealed that aspects like looking, acknowledging, gesturing while talking, and smiling mediated the relationship between latent semantic similarity and factors like the percentage of repeated words and overall word count.