Based on analyses of English-language sources, using aggregated data from Meltwater and correlated with AI-assisted narrative clustering, a distinct picture emerges, but one that complements that observed in the Russian-language ecosystem illustrated in Part I of the analysis. The overall context indicates a rapid and concentrated amplification of politically sensitive narratives, with an emphasis on allegations of electoral interference, censorship, manipulation of platform rules, and alleged interventions by European institutions in national democratic processes.
Engagement data shows a really sharp spike in a pretty short time, with a 12,525% increase compared to the previous period. This kind of time evolution isn't really compatible with slow organic growth and instead hints at a narrative catalyst event, followed by a massive redistribution, especially on platform X. The almost absolute dominance of X in both engagement and mentions indicates that this platform functions as the main vector of dissemination, while other channels—YouTube, Reddit, forums, or comments—play a marginal role, acting more as an echo than an initiator.
The structure of post types confirms this dynamic: over 90% of content consists of redistributions, with a negligible percentage of original posts. This extreme imbalance between original and redistributed content is a classic indicator of coordinated or semi-coordinated amplification, in which a small number of source messages are rapidly multiplied through networks of accounts. Quote posts and replies, although present, play a secondary role and seem to serve mainly to re-anchor key messages in seemingly spontaneous conversations.
The reach analysis completes this picture: reaching a level of 1.59 billion (with a daily average of 227 million views) in such a short period of time suggests either the involvement of accounts with a very large audience or an algorithmic overestimation generated by the accelerated recirculation of the same messages. The subsequent sharp decline indicates that interest is not sustained by ongoing debate, but by a one-off surge, characteristic of reactive narrative campaigns.
The engagement graph shows an equally steep jump, concentrated in an extremely short period of time, with increases in the tens of thousands of percent compared to the previous period. Such a temporal dynamic, visible through a very pronounced single peak followed by a rapid decline, indicates a narrative "shock event" rather than a gradual accumulation of public interest. In particular, the overlap of the curves shows that almost all engagement is generated in a single day, suggesting the simultaneous activation of multiple channels or accounts around the same messages.
In terms of sentiment, English-language sources are characterized by an apparent dominance of neutrality, with over 90% of content classified as neutral and a relatively low percentage of negative sentiment. However, this neutrality should not be interpreted as an absence of manipulation. On the contrary, it reflects a deliberately "cold," pseudo-analytical, or legalistic formulation that attempts to lend legitimacy to the accusations and avoid overly emotional language. The narratives are packaged as investigations, reports, or "bombshell reports," which makes them easier to pick up by various audiences and political or media actors.
The analysis of keywords and their associated sentiment highlights the central narrative themes. Terms such as "populist frontrunner," "democracy round one," "EU election interference," "content rules," "court," "claims," and "platforms to alter" indicate a coherent discursive construction focused on the idea that democratic processes are being hijacked by institutional and technological mechanisms. References to "American speech" and content rules suggest an attempt to connect the European debate to strong sensibilities in the American space, particularly those related to freedom of expression and suspicion of regulation.
The dominant English-language editorial sources, according to the available data, are not necessarily mainstream, but rather niche media sources, political blogs, or websites geared toward audiences already skeptical of European institutions and electoral processes. This indicates a strategy of penetrating receptive communities, followed by amplification on X through high-visibility accounts, some of which recur in several of the datasets analyzed. Below is a summary table of accounts that distributed content in English and show indicators compatible with Coordinated Inauthentic Behavior (CIB), based on Meltwater, Junkipedia, and AI cluster analyses (content similarity, link/image reuse, temporal synchronization).
| Handle (original) | Platform | Probable role | Key CIB indicators observed |
| @latinian0 | X | Amplifier | Massive reposting EN/RU, reuse of identical links, synchronized activation |
| @DailyRomania | X | Amplifier | Repetitive redistribution of the same anti-EU narratives, coordinated timing |
| @ABCARIABUONACH | X | Amplifier | Cross-language reposting, disproportionate engagement, identical framing |
| @vladtepesblog | X | Amplifier | Reuse of titles/claims, episodic activation |
| @RORightNews | X | Amplifier | Rapid post-event distribution, lack of original content |
| @eurotruths | X | Amplifier | Recurring narrative frames “EU censorship”, dominant repost |
| @FreeSpeechEU | X | Amplifier | Authority laundering, common links, synchronization |
| @GlobalLibertyNow | X | Amplifier | Chain reposting, reuse of images |
| @AltPolicyWatch | X | Amplifier | Very high text similarity between posts |
| @WesternValuesX | X | Amplifier | Reactive amplification, lack of organic dialogue |
| @TruthSeekerIntl | X | Amplifier | Coordinated distribution of identical links |
| @DemocracyAlertEN | X | Amplifier | Massive repost, activation on short windows |
Note: The list is indicative. CIB confirmation requires additional validation.
Correlating these observations with Junkipedia data and cluster analysis shows that, although the language differs from Russian-language sources, the narrative architecture is convergent. In both cases, the European Union is portrayed as an intrusive and illegitimate actor, electoral processes are presented as compromised, and digital platforms are described as either instruments of censorship or levers of political manipulation. The major difference lies in the adaptation of the message to the target audience: in English, the emphasis is on legal frameworks, civil liberties, and political competition, while in Russian, the geopolitical register and systemic delegitimization dominate.
Overall, analysis of English-language sources indicates the existence of a well-calibrated narrative campaign, with high intensity, short duration, and massive reliance on redistribution. The lack of significant original content, the temporal synchronization of engagement peaks, and thematic coherence suggest an amplification pattern that warrants further monitoring, particularly through correlation with author networks and the repeated reuse of the same links and discursive frames.
At the same time, data collected using Junkipedia for sources in English and Romanian indicate a coherent expansion and adaptation of the same narrative frameworks, calibrated differently depending on the target audience. In the case of English-language sources, the narrative is predominantly built around the idea of "institutional interference" and "undermining democracy," with an emphasis on the role of the European Union, the European Commission, and regulations on digital platforms. Junkipedia's analysis shows a high recurrence of messages suggesting that electoral processes have been "altered," "influenced," or "manipulated" by content rules, court decisions, or administrative interventions, without providing concrete evidence, but using legal and institutional language intended to lend credibility. These messages are often picked up and redistributed by accounts that position themselves as defenders of freedom of expression or "democratic values," which masks the speculative nature of the claims and integrates them into an apparently legitimate discourse.
In the case of Romanian-language sources, Junkipedia reveals a translation of the same themes into a more locally contextualized register, where the narrative is anchored in internal sensitivities related to sovereignty, the fairness of elections, and Romania's relationship with European institutions. The messages seek to induce the idea that external decisions or pressures from "Brussels" have affected the will of the people, and the narrative framework is often personalized through references to Romanian political actors, national institutions, or recent electoral episodes. Unlike the English-language discourse, which relies on a technical and abstract tone, the Romanian-language narratives frequently use suggestion and ambiguity, combining elements of legitimate criticism with insinuations that cannot be easily refuted. This difference in style indicates a strategy of cultural adaptation of the message, designed to maximize emotional resonance without resorting to directly verifiable statements.
Correlating these observations with the analysis of volume, engagement, and typology of posts suggests that narratives in English and Romanian do not function in isolation, but as complementary parts of the same information ecosystem. English-language sources create the general framework for delegitimization at the international level, while Romanian-language sources internalize it and adapt it to the local context, amplifying the perception of a democratic crisis.
Fitting into the DISARM Framework
Analysis of English-language sources reveals patterns consistent with information influence operations, rather than organic debate. Sudden spikes in engagement and mentions, followed by artificially maintained visibility through repeated redistribution, indicate coordinated amplification mechanisms. The content is adapted to Western discourse (freedom of expression, rule of law, elections), but its dynamics suggest strategic instrumentalization.
In this context, four key TTPs from DISARM are relevant for understanding how these sources operate:
English-speaking actors exploit narratives that have already been validated in the public sphere, such as allegations of electoral fraud, institutional censorship, or EU interference, repackaging them in pseudo-analytical or legal discourse to lend them credibility and make them acceptable to mainstream audiences.
The data indicates episodes of intense publishing and redistribution within a short period of time, with disproportionate volumes of similar or nearly identical posts. This tactic has the effect of saturating the information space and pushing other perspectives off the public agenda.
After the initial spike in attention, the same accounts or media ecosystems continue to amplify the messages through reposts, cross-quotes, and selective repetition of key fragments, artificially prolonging the narrative's life cycle and keeping the topic "trending."
The use of emotional framing, alarmist headlines, and confrontational language contributes to increased polarization and erodes trust in democratic institutions. The goal is not just to inform, but to stimulate emotional reactions and accentuate social divisions.
Instead of conclusions
Analysis by the Digital Forensic Team that the US House Judiciary Committee report was used as a narrative catalyst, not as an informative document strictly speaking. The difference between the actual status of the report and the way it was presented online highlights a process of deliberate instrumentalization, whereby a preliminary technical text was transformed into political "evidence" intended to validate pre-existing anti-EU and anti-institutional narratives. The patterns of amplification, the massive reliance on reposts, the temporal synchronization, and the discursive convergence between Russian, English, and Romanian sources indicate the existence of a coordinated information ecosystem aimed at delegitimizing democratic processes and eroding public trust. From this perspective, the case analyzed is not an isolated episode, but a relevant example of how external political events can be quickly hijacked and integrated into information influence campaigns with regional impact.
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By Dr. Nicolae Țîbrigan, coordinating expert Digital Forensic Team, in collaboration with A4E Counter Disinformation Network (CDN)
