Pipeline for Force Dynamics Annotation in Dream Narratives: Complete Prompt and Implementation Code
Open MIND January 1, 2026 Claudio Fuentes Bravo
This project provides supplementary materials for a forthcoming article on force dynamics in dream narratives. It includes a system prompt for automated annotation of Force Dynamics patterns based on Talmy's framework, eight few-shot examples from a manually annotated corpus of 25 pandemic-era dream reports, and Python code for the annotation pipeline using the Anthropic API. The annotation scheme identifies five semantic fields, three normativity types, force balance outcomes, and emotional valence per minimal scene. Applied to 524 dreams from DreamBank across 7 series, the pipeline achieved 79% coverage of dreams with identifiable FD patterns and 79.2% prevalence of AGO<ANT configurations. Inter-rater reliability on the primary corpus was κ = 0.82.