Confidence ist die stärkste Emotion in den Trust Social Posts von

1. EXECUTIVE SUMMARY

This analysis tested the thesis that Confidence is the dominant emotion in Donald Trump's Truth Social posts in 2025, using a corpus of 3,004 posts coded across 15 emotional dimensions. The core empirical question — whether Confidence ranks first among all measured emotions — was addressed through a comprehensive statistical battery including the Friedman non-parametric repeated-measures test, Wilcoxon signed-rank pairwise comparisons with Bonferroni correction, Cohen's d effect-size estimation, OLS multiple regression, and descriptive distributional analyses.

The thesis is empirically refuted. Enthusiasm, not Confidence, is the dominant emotion in Trump's Truth Social communication in 2025. Enthusiasm occupies rank #1 with a mean of M = 0.665, while Confidence holds rank #2 at M = 0.638 — a gap of 0.027 points that is statistically significant (Friedman χ² = 14,740.58, df = 14, n = 3,004, p < 0.05; Wilcoxon pairwise Cohen's d = 0.85, Bonferroni-corrected). The effect size between Enthusiasm and Confidence is large by conventional standards, and the ranking is robust across both positive- and negative-tone post contexts. Multiple independent reasoning models converge on this verdict with a combined verdict confidence of 0.92.

Despite the falsification of the original thesis, the analysis yields three robust and publication-worthy core findings: (1) Enthusiasm dominates as the primary mobilizing emotion; (2) Confidence is a highly stable, second-ranked structural component of Trump's rhetorical architecture, measurably distinct from 10 of 14 other emotions by large effect sizes; and (3) the top six emotions in the corpus — Enthusiasm, Confidence, Loyalty, Pride, Hope, and Trust — are exclusively positive or affiliative, while all negative emotions cluster in the lower ranking half. The governance process has currently blocked publication clearance pending four mandatory remediation actions, most critically the revision of the thesis text to reflect the empirical findings.

2. KEY FINDINGS

2.1 Enthusiasm is the dominant emotion (Rank #1), not Confidence (Rank #2)

Enthusiasm achieves a mean intensity of M = 0.665 across 3,004 posts; Confidence follows at M = 0.638. The Friedman test confirms statistically significant differences across all 15 emotional dimensions (χ² = 14,740.58, df = 14, n = 3,004, p < 0.05, η² = 0.72, 95% CI [0.65, 0.79]). The pairwise Wilcoxon signed-rank comparison between Enthusiasm and Confidence yields Cohen's d = 0.85 (large effect), Bonferroni-corrected p = 0.001, 95% CI [0.70, 1.00]. Verdict: thesis rejected.

2.2 Confidence holds a statistically robust rank #2 position, clearly differentiated from most other emotions

Pairwise Wilcoxon signed-rank tests (Bonferroni-corrected across 14 comparisons) show that Confidence is separated from 10 of 14 other emotional dimensions by large effect sizes (|Cohen's d| ≥ 0.8). The largest contrasts are against Anger (d = −1.42, 95% CI [1.20, 1.65]), Disgust (d = −1.31), and Sadness (d = −1.23). All 14 pairwise comparisons reach statistical significance after Bonferroni correction (p = 0.001). Note: internal data indicate that Hope (d = +1.15) and Pride also exceed Confidence in pairwise comparisons — a contradiction within claim C02 that requires resolution via a complete 15-emotion rank table.

2.3 The top-six emotions are exclusively positive or affiliative

Enthusiasm (0.665), Confidence (0.638), Loyalty (0.520), Pride (0.460), Hope (0.450), and Trust (0.354) occupy the top six ranks. Negative emotions appear only in the lower half: Anger (M = 0.241), Fear (M = 0.206), Sadness (M = 0.075). The Friedman test confirms the significance of this rank structure (p < 0.05, η² = 0.72). This constitutes a structurally positive communication framing pattern in Trump's Truth Social output.

2.4 Confidence shows a bimodal intensity distribution

The Shapiro-Wilk normality test confirms significant deviation from normality (p < 0.05). Visual inspection of the Confidence histogram across 3,004 posts reveals a primary peak at 0.55–0.60 (~700 posts) and a secondary peak at 0.80–0.85 (~550 posts), suggesting two distinct rhetorical registers of confidence expression. Note: a formal Hartigan's Dip Test was not computed; the bimodal claim rests partly on visual inspection.

2.5 Tone-based NLP predictors explain zero percent of variance in Confidence scores

An OLS multiple regression of five tone variables (Tone, Positive Score, Negative Score, Polarity, Stance Polarity) on Confidence yields R² = 0.0, adjusted R² = −0.0017, with all five slope coefficients rounding to exactly 0.000 and an intercept of 0.638 (n = 3,004). This null result suggests Confidence operates independently of measurable sentiment tone. However, the key predictor variable — V2Tone (V2Tone Tone) — carries a data quality score of only 0.5 (status: Unknown), substantially limiting interpretability (see Data Quality Assessment).

2.6 Confidence is temporally stable across all 12 months of 2025

Monthly mean values fluctuate narrowly between approximately 0.60 and 0.70 (12-month range = 0.10 points), with a low of ~0.56 in January and a peak of ~0.70 in October–November. No sustained upward or downward trend is evident. No formal Mann-Kendall trend test was computed; the temporal stability claim remains at exploratory status.

2.7 Enthusiasm's dominance over Confidence is stable across positive and negative tone contexts

In positive-tone posts, Enthusiasm (~0.52) exceeds Confidence (~0.45); in negative-tone posts, Enthusiasm (~0.48) exceeds Confidence (~0.38). The Enthusiasm #1 / Confidence #2 ranking does not depend on post tone valence. This finding is directionally robust but limited by the low quality of the V2Tone grouping variable (quality score = 0.5).

3. FIGURES

Figure 1: Enthusiasm Tops Confidence in Trump Emotional Profile

Across 3,004 Trump Truth Social posts, Enthusiasm (mean intensity 0.665) ranks as the dominant emotion — not Confidence (0.638) as hypothesized — directly rejecting the thesis. The gap between the top two emotions is narrow (0.027 points), yet statistically meaningful given a Friedman chi² of 14,740.58 (df=14, p<0.05), confirming that differences across all 15 emotions are non-random. Notably, the top six emotions — Enthusiasm, Confidence, Loyalty (0.520), Pride (0.460), Hope (0.450), and Trust (0.354) — are all positive or affiliative in nature, with negative emotions such as Anger (0.241), Fear (0.206), and Sadness (0.075) clustering in the lower half of the ranking. This pattern suggests that Trump's Truth Social discourse is structurally optimistic and confidence-projecting, even if the specific thesis that Confidence leads is falsified.

Figure 2: Confidence Score Bimodal Distribution Across Truth Social Posts

Confidence intensity scores across 3,004 Trump Truth Social posts produce a distinctly bimodal distribution, with the largest concentration at 0.55–0.60 (approximately 700 posts) and a secondary peak at 0.80–0.85 (approximately 550 posts), yielding a mean of 0.638. This bimodal pattern indicates that Confidence is not uniformly expressed but clusters at two distinct intensity levels, suggesting structurally different post types driving the signal. Critically, this distribution nuances the thesis: while Confidence scores are elevated on average, the data ranks Confidence second behind Enthusiasm, directly contradicting the claim that Confidence is the dominant emotion. The near-zero R² from regression analysis further confirms that tone and polarity predictors cannot account for Confidence score variance, rendering it an autonomous rhetorical signal.

Figure 3: Confidence Effect Sizes vs. 14 Emotions

Confidence is statistically distinct from all 14 other measured emotions in Trump's 2025 Truth Social corpus, with 10 of 14 pairwise comparisons yielding large effect sizes (Cohen's d ≥ 0.8) after Bonferroni correction across n=3,004 posts. Negative emotions show the sharpest separation: Anger registers d = -1.42, Disgust d = -1.31, and Sadness d = -1.23, meaning Confidence is profoundly differentiated from the corpus's darker registers. On the positive side, Hope (d = +1.15) and Pride (d = +0.94) diverge most sharply upward from Confidence, indicating these emotions score substantially higher — a critical nuance that directly contradicts the thesis. While Confidence is clearly a dominant and statistically isolated construct, its position as rank #2 behind Enthusiasm confirms the thesis claim that Confidence is the strongest emotion is falsified by the data.

Figure 4: Enthusiasm Dominates Both Tone Groups Over Confidence

Across both positive and negative tone contexts, Enthusiasm — not Confidence — leads as the dominant emotion, directly falsifying the thesis that Confidence is the strongest emotion in Trump's Truth Social posts. In positive-tone posts, Enthusiasm scores approximately 0.52, while Confidence reaches roughly 0.45; in negative-tone posts, Enthusiasm scores approximately 0.48 versus Confidence at 0.38, confirming Enthusiasm's consistent rank-1 position regardless of tone valence. Critically, tone context does not invert the Enthusiasm #1 / Confidence #2 ranking: the hierarchy holds stable across both groups in the n=3,004 corpus. Negative-tone posts amplify adversarial emotions dramatically — Indignation (~0.54), Anger (~0.53), and Distrust (~0.50) spike far above their positive-tone counterparts — while positive-tone posts drive higher scores in Trust (~0.41), Loyalty (~0.36), and Hope (~0.30), illustrating that tone shapes the emotional profile but leaves the Enthusiasm-Confidence ordering intact.

Figure 5: Confidence Temporal Stability Across 12 Months

Confidence intensity across Trump's Truth Social posts (n=3,004) remains structurally stable throughout 2025, oscillating narrowly between approximately 0.60 and 0.70 with no sustained upward trajectory — directly contradicting any thesis that Confidence is growing in dominance over time. The peak mean confidence of ~0.70 is reached in October and November 2025, yet this represents only a marginal uplift over the January baseline of ~0.56, underscoring the absence of a meaningful trend. Critically, these temporal findings must be read alongside the cross-emotion leaderboard: Confidence ranks only second behind Enthusiasm, meaning the thesis that Confidence is the strongest emotion in Trump's 2025 posts is falsified on two independent dimensions — rank and temporal momentum alike. Post volume fluctuates substantially, collapsing to approximately 200 posts in August and September while confidence simultaneously dips, suggesting reduced posting activity correlates with lower rhetorical confidence signaling.

Figure 6: Tone Predictors Explain Zero Confidence Variance

Tone, polarity, and stance polarity collectively explain 0% of the variance in Confidence scores across 3,004 Trump Truth Social posts (R²=0.00), with all five OLS regression coefficients collapsing to exactly +0.000. The sole informative parameter is the intercept at 0.638, meaning Confidence operates at a stable baseline level entirely independent of linguistic tone signals. This finding directly contradicts any assumption that confident framing is driven by positive or negative sentiment construction — Confidence is structurally decoupled from tone. Combined with the broader thesis rejection (Confidence ranks #2 behind Enthusiasm), this regression confirms that Confidence is neither the dominant emotion nor one that responds to tonal manipulation in this corpus.

4. CLAIMS

5. REASONING MODEL INSIGHTS

Model Methodological Scrutiny (Methodological Scrutiny): Affirms that the core empirical infrastructure is sound — n = 3,004 full-corpus coverage with no sampling, Bonferroni correction applied, Confidence quality score = 1.0. Raises a crucial unresolved issue: the underlying emotion detection tool (e.g., VADER, RoBERTa, NRC lexicon) is not explicitly named in the documentation. Given that the Enthusiasm–Confidence gap is only 0.027 points, the discriminant validity of the classifier for these two specific emotions is material to the thesis verdict. Methodological Scrutiny also flags that the Shapiro-Wilk result at n = 3,004 is trivially significant — even minor distributional departures produce p < 0.05 — making the bimodality claim (C04) reliant on visual inspection rather than formal testing. Confidence adjustments range from −0.06 (C01) to −0.20 (C08), reflecting disproportionate caution around V2Tone-dependent claims.

Model Comparative Context (Comparative Context): Consistently identifies the absence of a comparative corpus as the central limitation across all ten claims. Without benchmark data from Trump's prior Twitter/X posts (2019–2021), other political communicators (Biden, Bolsonaro, Orbán), or other time periods, every finding is platform- and time-specific without external baseline. Comparative Context specifically notes that Confidence's stable rank #2 would be more meaningful if it were known whether this ranking is persistent across platforms and electoral cycles. All confidence adjustments are moderate and negative (−0.05 to −0.10), reflecting a systematic external validity concern rather than internal methodological failure.

Model Devil's Advocate (Devil's Advocate): Raises the sharpest conceptual challenges. On C01: the operationalization of "strongest" as highest mean rank is reasonable, but an alternative operationalization (e.g., frequency of scores > 0.80) might yield different dominance conclusions. On C02: internal data showing Hope (d = +1.15) and Pride exceeding Confidence challenges the "stable rank #2" formulation and may imply Confidence is actually rank #3 or lower in pairwise dominance. On C05: all-zero OLS coefficients across five predictors are statistically unusual and could reflect multicollinearity or coding failure rather than genuine independence — this possibility requires explicit acknowledgment. On C06: the OLS intercept interpretation as "structural baseline" is criticized as circular — the intercept of a null-coefficient model is simply the overall mean, not evidence of rhetorical design. Devil's Advocate applies the largest downward confidence adjustments (−0.15 to −0.20 for C06 and C08).

Model Causal Mechanism (Causal Mechanism): Provides the strongest causal framing for the empirical pattern. Enthusiasm's dominance over Confidence in 2025 is mechanistically explained by Trump's return to the presidency: early governance phases are typically characterized by mobilization rhetoric (Enthusiasm) rather than status signaling (Confidence). The stable Confidence baseline is explained as an inherent feature of presidential communication style — "I know how this is done." The positive top-six framing pattern (C03) receives causal support from Truth Social's echo-chamber architecture: a homogeneous, pre-selected audience creates positive feedback loops that structurally suppress negative emotional expression. Causal Mechanism provides the only upward confidence adjustments in the ensemble (+0.02 to +0.05 for C01, C03, C07, C08), reflecting mechanistic coherence with political communication theory.

Model Bayesian Updating (Bayesian Updating): Establishes that the prior probability for Confidence being the dominant emotion was only moderate (~0.35), given Trump's known "winning" rhetoric, which makes Enthusiasm nearly equally plausible ex ante. The empirical data (d = 0.85) delivers a large Bayesian update, driving the posterior probability that Confidence is dominant down to approximately 0.08. For C02 (Confidence at rank #2), the prior was high (~0.60) and the posterior rises to ~0.85 — the finding is largely confirmatory with moderate information gain. For C10 (posting-volume correlation), prior is low (~0.20) and n = 12 monthly points deliver almost no update (posterior ~0.22), confirming the claim's near-zero inferential value.

Model Narrative Framing (Narrative Framing): Interprets the Enthusiasm–Confidence ranking as a substantively meaningful rhetorical pattern: Enthusiasm is a mobilizing, movement-oriented frame ("Join me, we're winning together"), while Confidence is a status and authority frame ("I know best"). The fact that Enthusiasm outranks Confidence suggests Trump's 2025 Truth Social strategy prioritizes audience activation over authority signaling. Narrative Framing identifies the bimodal Confidence distribution (C04) as potentially reflecting two distinct rhetorical registers — routine informational posts (moderate confidence, 0.55–0.60) versus key political announcements (high confidence, 0.80–0.85). The adversarial emotion pattern in negative-tone posts (C08) is interpreted as a "frame duality": negative posts activate the enemy frame (Indignation, Anger, Distrust) while positive posts activate the community frame (Trust, Loyalty, Hope) — a pattern Narrative Framing identifies as characteristic of populist communication logic.

6. META-REASONER ASSESSMENT

The meta-reasoner (step 9.5) issues a verdict of refuted_with_salvageable_core, with overall verdict confidence of 0.92 and conditional publication readiness.

The central finding — that Enthusiasm, not Confidence, is the dominant emotion — is robust across all six reasoning models and all statistical methods. The salvageable core of the analysis is strong: three findings survive rigorous cross-model scrutiny as publishable, high-quality results. The meta-reasoner summarizes these as: (1) Enthusiasm dominates with Cohen's d = 0.85 vs. Confidence, Bonferroni-corrected, n = 3,004; (2) Confidence is a stable rank-#2 factor across all 12 months, clearly differentiated from most other emotions by large effect sizes; (3) a fully positive-affiliative top-six emotional profile with no negative emotion in the upper ranking half.

The meta-reasoner identifies eight risks. The single critical risk (R-01) is communicative, not empirical: failing to lead with "the thesis was refuted" in all reporting creates a misleading framing of the work. Four high risks are identified: the internal rank inconsistency in C02 (R-02, CONTR-002), inconsistent quality treatment of V2Tone-based claims C05/C07/C08 (R-03, CONTR-005), the insufficient statistical foundation of C10 at n = 12 (R-04), and the circular interpretation of the OLS intercept in C06 as "structural baseline" (R-05). The meta-reasoner recommends the revised thesis formulation: "Enthusiasm dominates Trump's Truth Social communication in 2025; Confidence functions as the stable rhetorical underpinning (rank #2, stable across all 12 months) of a consistently positive-affiliative emotional architecture."

Seven of ten claims are assessed as publishable. Claims C06, C08, and C10 are correctly flagged as not publishable. The meta-reasoner prescribes four mandatory steps before publication: thesis text revision (S-01), creation of a complete 15-emotion rank table and correction of C02 (S-02), consistent application of V2Tone quality constraints across C05/C07/C08 (S-03), and correction of C07's status from "refuted" to "exploratory" (S-04). Four additional recommended steps include computing Hartigan's Dip and Mann-Kendall tests (S-05), formally removing C10 from publishable outputs (S-07), and positioning C03 as a co-equal main finding (S-08).

7. GOVERNANCE VERDICT

Overall Status: BLOCKED — Publication clearance: NOT GRANTED

The governance process evaluated the analysis across five gates.

G-GATE-01 (Empirical Validity): CONDITIONAL PASS. The core statistical infrastructure is methodologically robust: Friedman χ² = 14,740.58, Wilcoxon pairwise comparisons with Bonferroni correction, Cohen's d = 0.85, Confidence quality score = 1.0. Three blocking gaps remain: G-01 (complete 15-emotion rank table with pairwise Cohen's d not yet produced; CONTR-002 unresolved), G-02 (Hartigan's Dip Test for C04 not computed), G-03 (Mann-Kendall Trend Test for C09 not computed). V2Tone-based claims (C05–C08) are systematically weakened by quality score = 0.5 and require consistent downward confidence adjustment and uniform quality disclosure.

G-GATE-02 (Thesis Consistency): FAIL — blocking. The vault-stored thesis text ("Confidence ist die stärkste Emotion") directly and demonstrably contradicts the empirical main finding (Enthusiasm M = 0.665 > Confidence M = 0.638, d = 0.85). This is the sole gate failure and the primary reason for blocked publication clearance. Remediation requires updating the vault thesis entry to the revised formulation with timestamp and justification of empirical falsification (Gap G-04).

G-GATE-03 (Internal Consistency): CONDITIONAL PASS. Five internal contradictions were identified in step 9.3. CONTR-001 (thesis falsification) is functionally resolved through documentation. CONTR-003 (C06 circularity) is addressable at low effort. Three contradictions remain formally open: CONTR-002 (rank inconsistency in C02, Gap G-01), CONTR-004 (C07 labeled "refuted" though its content is a positive finding, Gap G-05), and CONTR-005 (inconsistent V2Tone confidence levels across C05/C07/C08, Gap G-06). All three are resolvable at low to medium effort.

G-GATE-04 (Publication Readiness): CONDITIONAL PASS. Seven of ten claims are marked publishable. The publishable core — C01, C02, C03, C04, C05, C07, C09 — is built on high-quality emotion variables (quality score = 1.0 for all core emotion dimensions). Claims C06, C08, and C10 are correctly excluded. Four blocking gaps (G-04, G-01, G-05, G-06) must be resolved before the document reaches publication standard.

G-GATE-05 (Pipeline Integrity): PASS. All five pipeline steps (9.1–9.6) were executed completely. Six-model consensus was achieved for all ten claims. Layer coverage score = 1.0. Internal consistency check passed. All identified gaps are addressed through documented remediation steps. The pipeline functioned correctly; remaining gaps are implementation issues, not analytical failures.

Conditional clearance path: Resolution of four mandatory actions — (1) vault thesis text update, priority 1 effort low (G-04 → G-GATE-02 passes); (2) complete 15-emotion rank table with C02 correction, priority 2 effort medium (G-01 → improves G-GATE-01, G-GATE-03, G-GATE-04); (3) C07 status correction from "refuted" to "exploratory," priority 3 effort low (G-05 → CONTR-004 resolved); (4) V2Tone confidence values for C07/C08 lowered to ≤ 0.65, priority 4 effort low (G-06 → CONTR-005 resolved) — will convert three conditional passes to passes and resolve the gate failure, clearing the core for publication. Salvageable core confidence after remediation: 0.88.

8. DATA QUALITY ASSESSMENT

The data quality profile for this analysis is predominantly strong, with one significant exception.

Outstanding quality variables (quality score = 1.0): The primary analytical variables — Confidence (Emotion: Confidence) and Fear (Emotion: Fear) — both carry the highest possible quality score of 1.0 and Outstanding status. Two additional psychological intensity variables — Motivation Power: Personalized Power (Motivation Power: Personalized Power, score = 0.9979) and Big5 OCEAN: Extraversion (Big5 OCEAN: Extraversion, score = 0.9977) — are likewise rated Outstanding. No critical-quality variables were identified; critical quality failures = false. The core finding of this analysis — the Enthusiasm vs. Confidence ranking, the Friedman test result, the pairwise effect sizes, the distributional analysis of Confidence, and the temporal stability pattern — rests entirely on Outstanding-quality data and is therefore reliable.

Low-quality variable affecting specific claims: The variable V2Tone Tone (V2Tone Tone) carries a quality score of 0.5 with status "Unknown" — the lowest quality score in the dataset. This variable is used as the primary predictor in the OLS regression (C05, C06) and as the grouping variable for the tone-split analyses (C07, C08). The implications are substantial and specific:

• C05 (R² = 0.0 null result): The null finding cannot be cleanly attributed to true Confidence–tone independence. The possibility that all-zero regression coefficients reflect measurement failure in the V2Tone predictor rather than genuine statistical independence cannot be excluded. The claim is correctly marked "uncertain" but the uncertainty is deeper than the confidence score of 0.72 may suggest.
• C07 (Enthusiasm dominance across tone contexts): The directional finding is assessed as robust by multiple reasoning models, but absolute intensity values within each tone group are unreliable. Confidence appropriately at 0.75 but should be downgraded to ≤ 0.65 per governance recommendation.
• C08 (adversarial emotions in negative-tone posts): This claim relies most heavily on the low-quality V2Tone variable for both its grouping logic and its visual-only evidence base. It is correctly excluded from the publishable set (confidence = 0.65).
• C06 (structural baseline interpretation): Doubly compromised — both by the low predictor quality and by the interpretive overreach inherent in reading a null-coefficient intercept as a "rhetorical strategy."

No critical-quality variables were identified in the dataset, meaning no single variable failure renders the entire analysis unreliable. The problematic quality concentration in V2Tone affects only the four tone-dependent claims (C05–C08), leaving the six core emotion-ranking claims fully protected by high-quality measurement.

9. LIMITATIONS

1. Thesis falsification is the primary finding. The original thesis is empirically refuted. All results must be contextualized against this primary conclusion, and any reporting that presents Confidence as the dominant emotion would be scientifically inaccurate.

2. Emotion classifier not documented. The specific emotion detection model applied to code 3,004 posts across 15 dimensions — whether a lexicon-based tool (NRC, LIWC), a rule-based system (VADER), or a transformer model (RoBERTa, BERT) — is not identified in the available documentation. Given that the Enthusiasm–Confidence gap is only 0.027 points, the discriminant validity of the classifier for these two closely related constructs is directly relevant to the thesis verdict and cannot be assessed without this information.

3. V2Tone data quality (quality score = 0.5). Four claims (C05, C06, C07, C08) depend on a tone variable rated Unknown quality. Absolute intensity values within tone-split groups are unreliable. The OLS null result may partially reflect measurement failure rather than genuine predictor independence. These claims should be replicated with validated sentiment metrics (e.g., transformer-based tone classification) before being treated as established findings.

4. No comparative corpus. The analysis is confined to Trump's Truth Social posts in 2025. No baseline data from other politicians, other platforms (Twitter/X), or other time periods (2019–2021) are available. It is therefore impossible to determine whether the observed emotional profile — the Enthusiasm dominance, the positive top-six structure, the stable Confidence baseline — is Trump-specific, platform-specific, time-specific, or reflects a general pattern of political social-media communication.

5. Platform specificity. Truth Social functions as a curated echo-chamber platform with a highly homogeneous, pre-selected audience. The positive-affiliative framing pattern observed in C03 may be substantially driven by platform architecture and audience composition rather than by communication strategy per se. Findings are not transferable to other platforms without further analysis.

6. Missing formal tests for two exploratory claims. Claim C04 (bimodality) lacks a Hartigan's Dip Test or equivalent formal bimodality test. Claim C09 (temporal stability) lacks a Mann-Kendall trend test or equivalent formal trend test. Both claims rest partly on visual inspection. Computing these tests is a recommended remediation step that could either elevate the claims to "supported" status or confirm their exploratory character.

7. C10 statistical insufficiency. The correlation between posting volume and Confidence scores is based on only n = 12 monthly data points, which is insufficient for reliable correlation estimation (low statistical power, high probability of spurious co-occurrence). This claim has been excluded from the publishable set and should be retained only as a research hypothesis for future studies with n ≥ 36 monthly observations.

8. Governance blocking — four mandatory actions pending. The governance process has blocked publication clearance. The thesis text in the vault has not yet been revised, a complete 15-emotion rank table has not yet been produced, C07's status label has not been corrected, and V2Tone confidence values for C07/C08 have not been consistently adjusted. None of these actions require new data collection; all are low-to-medium effort documentation and analytical corrections. The core finding is salvageable at confidence 0.88 once these steps are completed.